{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#   计算机视觉\n",
    "学习并完成所有Azure computer version 的API调用\n",
    "\n",
    "分析远程图像\n",
    "\n",
    "分析本地图片\n",
    "\n",
    "生成缩略图\n",
    "\n",
    "提取印刷体文本和手写文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "官方文档https://docs.microsoft.com/zh-cn/azure/cognitive-services/computer-vision/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_portrait\", \"score\": 0.65234375, \"detail\": {\"celebrities\": []}}], \"color\": {\"dominantColorForeground\": \"Brown\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\", \"Brown\"], \"accentColor\": \"53565F\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"smiling\", \"necktie\", \"posing\", \"camera\", \"wearing\", \"young\", \"photo\", \"standing\", \"woman\", \"holding\", \"dress\", \"jacket\", \"shirt\", \"man\", \"boy\", \"dressed\", \"suit\", \"hair\", \"neck\", \"food\", \"glasses\", \"pink\", \"blue\"], \"captions\": [{\"text\": \"a person posing for the camera\", \"confidence\": 0.9801293313614284}]}, \"requestId\": \"0e9d751d-381b-4189-81b4-89a05cc3ad83\", \"metadata\": {\"height\": 720, \"width\": 700, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://computtt.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"a37bf13cd1d24feaa8ed5350134d2c7d\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://attachbak.dataguru.cn/attachments/portal/201812/29/161729gqqfq4qa4oli51oi.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_portrait', 'score': 0.65234375, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Brown', 'dominantColorBackground': 'Grey', 'dominantColors': ['Grey', 'Brown'], 'accentColor': '53565F', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'smiling', 'necktie', 'posing', 'camera', 'wearing', 'young', 'photo', 'standing', 'woman', 'holding', 'dress', 'jacket', 'shirt', 'man', 'boy', 'dressed', 'suit', 'hair', 'neck', 'food', 'glasses', 'pink', 'blue'], 'captions': [{'text': 'a person posing for the camera', 'confidence': 0.9801293313614284}]}, 'requestId': 'afa526ff-7b2a-44ae-a796-107d496b2c78', 'metadata': {'height': 720, 'width': 700, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
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gUUpxPB5ZlpmHx0fmaSZE2QSxEDumWcAway273Q7rGqxpMNpyf39PjJFXr14S08I0BIbTeb12zjUF0JLrJzE5hBBLnJ8JIRalwpq2MuWzUAofEykr+t2BpDLzPJK0ASRNlLO87/7hgb7t1muYS37ZOYc2ci7WWnKKTJMoqcfHR5qmKUCTfKaQSiqx5AwZjJYYPcaFYTjz3Xff4v3CPE/88Y9/oO/7q3u8jZnlvsWLx5USOUXEFZPQIcSMSjVllTG6K66+JeqEUols5J5IxoXVNScXcKrsmxomKJAwTRlRaOt+1VcItTykf1Imfu36TYT4ytnfnKDETX/vsS5ppr9n1Rv49KL8FEixfW0V4O3rY0zEEJmDbKK3b+94/f0PjOdxzRNCpWUKqUErzZ/+9Hu6bi+54JxZlpkQPOM4s3jPNE0rKQQkdTQuMzglbiBJctICc+K9p2sdzlVKZqDftcQ08/h4xHtPDGCsRStKXC8EhPN5pGlCUTZhVShNK1ZagCxxkStJw2iNdS1ZGVGsJEKSvLFfFo4PD/hlEcVHJoe0Uh1RXCnRaZwkJDDCTgMJMYZhYJxGrJXY3FoBvGIUVpnk3yX3fj4Hgg/c3f+I0omcA9N05uuvf8ft7a14F+XemaKYKoiYEqQYxK2PgcYaNBalDE1rCCEwTxOx3JfdbleopwFtNDEndCq5DaXIJXVa98wWERfvRBWFUMJChLegShy+7kOlMfpyjPpcVQafItj/UCF++tSHB4CUNjxp/SGI8cFnPfn96WNP4++fOu+V0icJQmJInMeZh/sH3rx5w5s375mnBaUVTSFTgFhgrQy3Nz2/+93vcLbHh0iIkeHxgXEcheUUJFcagmeaR4lFi4udyCzzIoQLQNf8Yo4EP2P6DlMAL2M1IXjm+Yz3sxBFEA5vSImUPM7JBU2FoFJBJskj2zUF5JzbEEPE8vd9j7INIcp30NlgtdwUd9jz8vaWpXgKGVimifu7e96/f0+Mka7rViBomiYW7zFa0bZilZumoWkafPCcz+cV/Grbdr2m4pkk0IambcA5UJFhOBXgbOHx8ZEvvviS3W63IbjIPUxJUdH5lBLJQ4oeZxX7pqG1mhBmmn5H3t/y48MjUwgsy4JzbuXBG2PAKHQNFXNeKbZbC7zdb1frGVC2AlgZrsg8273+zxPidElQ521MXBHQJwDV+lzJ/OTyxVLKKFM38iWe3bLA5JfNP9VwVWQgq5JaKgCCViuOX7MJQhMsF3CTzlPo4t7B6Xjm7u6eh4cj5+EsIJFz5CzAibPCxHpx+7KAVy3eBx4eH5immWEcS77WSI4UAYEO+z3BB8ZpIkRJQRlrMNqgCgmAlOjaHq0y1mpiXFiWkeA9IXqgFBcoJcc2IpyqpJ20AuuMvC4FtFLE6MXKFHRaKwF2ctJoY0hZUFyNLy5kidM05BQIPtF1HX3XlnQOpJtb+q5n1/cchxOm8K9TTPS7HTFGpvHMMJwA2O/39H2PNYacbXntIuh2ZWttN3FWzH5G6URnGxbvefPuLYv3oCAEz4sXL1ErwT6jdEZnVYA/RQqBeRzpTEJbSxNA+wREbl+94HwamZZxTaeRMlkXJpgWhSCPy/6sRSAXnn0u7rPss6xYFaXS+lqA6y4rvydY+fdy39SV8P/S9WnodPyQZaI2MPs2f3xxK6h+M4KYKrkJbJk5G95r5gOtd3Gj5cLlksJYYX4KSyYhF5TLBZUNg8Q4m/P2PjAMI8fjiXGcyRlubm5p25ac82pRaqVR27aEkDid3jNNM9o4tJE8qmtb2ewxMk9SceP9UiwoKC2FDDlVd0zIBsYo2tbQtx1tY4UnvcxM44hSGW3UytIiq+KWJVLIq3sHtZLrUrmjlMZoh3WW4BxmsoQYQVcihuSojTUoW6rKjBFaYdG0tpJIimJ0zvHqyy/Y39yQymcPw8BQLO2yGFQMpcDCr9zspmmwxhbO9sjiPV3hgFdQEq1JWeOnifN4oms7msZxn+/We980jpQanDPFC6hhhVQMhRCYlwUfYVksJmYa25Ai+HmhsQ0xHLGNhCwiSHYVaMgklWFTxVX3YirxcU2zrfu5eC9P43ZWGS37N29YY/mCuv/a9du40z/x/IeveeZks37qhX/wGZ/ibmzd6itNWo7rfeR4HPjx/T3D6SyxpG2wRs6/Cm51RcXNXTgej6uAG6PFCzAKpWVTW2NorCP4wDxPdJ1YvWEU4fTRo7PCqITRisY1GK2wRnLH1Up0XSuupqrnnKREMlUP55IvBoU1GWsrsp0BLekUpSTNowTkaru+XiCxCjlByGRVaBNak1XGLzOpuMsohdFlsxfrEko8fHNzQ9u1BL/QOLNBzwUUO5/P7HY7UXTOSWwfAzFarFUFR5gASqWXQeNYCnc9hkDlaWulePnihn4nAq6VIRRFmZMheFh8YAmK6DxLUGgjqbNxGi+YQXGR0ZVUosipeHWqppOqscprGlUphXlSoLE1VE+F+MPA8jqrss1l/9L1m5E94NflupRSV6DRb72qC1R/31rzGCMhRB4ejrx/946Hh4eVRnkBLsRCTJPwi5uSCjqdzsQYV7AI0sq/NehS32oZx3OxGoHjcRCCRc5oYzB4jEpYI9awta4wvxLee6y1dJ0gwVqDD0JzrMz5Sk6R78PqZWRyoWS2ZXNprGlwzaWe11hH3+/WOl20uOWXiiZVeMElNKopwUKESSldsX2996ApgFZP17fs9jvOwxmAeZ5XEKoSMGrddrXU1ZqehjPkTNNYoW5qRQwLw2kkBsgpk2NAk9AkVGqxxhZE+gKygSbETEAqjgxCnhn9gnYtvuS1QwhoZ0sop9f3Vqu7epZrTleumdY1l3y5Dqs7zbUQP01tPrVJ/7SY+GOCt42Bt3nd515XXZLnWFrb9ypdjpH/fmGvccvKrMmXlEQ9x+Pxnu+//54f399xPJ6pGrOmmyoV8XA4rEBMSpndrmea1FWcRJZNELPkYqfRMwxnQvAMw8g8T+jCZur7npg0KQQ0itY6diWFknNeY2BrpfBjt+sYhgqwZAHEVFw3Q03TtW1TSB7dig5rbdfi9krcyCW3LAZAAIZc+Qk1daP0VQqvKrSYEzEEscrGsNvtpOIqePwyEXz1XnY461aK6W63I6XEOI6cThIvu8bhnGxDW/CGA6qg1CNKadq2oWt3JOeYZik20Ui+WKVMPOwL71ujkS2itcbZRoDFcu5RQciJmBI++FL0b65AtgsOk0qq8YLl1AqltYqrCLAQdwoZpngsupBr5FpfuNMXYf44cPtL129qiZ+u51JAsOJaFwaOuv5BSSy7aq4CtpRqWS6C9jPQvAJFqZpCX23SlBL39w/8939/ww+v3xBCRmFJOTDPM8viaVtBVfu+Z7fb4VzD6TRI3LWx8IpyvioTorh9oaQhqpurteLFi5dkEj4sQKEHGovRl2YBspEd4yhxdIiiSPy8oDIYpan0UWelzrgCiNYa2rbFaAspE5aFnEHriOmKAJJRxoDWxAgxXsgGymjMSs2snHHhaS9LQCmpEDLWFaBLrdZYFytsFMzzxPl0RhtN27TsdzvaEnvG4s0opaQ4I0aCkhhbQhMDNJDh8RgZBlGsVve0bYe1jmk8My8Lj49Hcimf5JWm2+2g2NPGaUJjmOaBmPdgDEFJdxOfM3FZ6Lsdh/2erm2lsIQCOyVNfuI6a12UhhFLW91oCm3YGIXR5iLceWPkKgC7AWOfIyr92vUPc6c/CptXQEoSnKs+urbqmxh2czFrrFHjwFqMnTfW+cplBsn7FcS7Io4xRt6/f89///df+e6714WpBfN0ZvETIXh2ux1/+MMf1zY5IQTm+VjomGm1TEZrktal1Y3DGIVSDqUNxkS0DkCm64RF9fj4QNfLJu5uboheeMpuFeAGaw37vcF7yzCcpB3NNK3osEI0f0pFuVXllzPLPCERrVpdbK0NZF0sryJag3EOQgCSUCOBnBTLMkn7mRjRRmNthwKCX0QIbcRGqUTa8qTl2pe2PE1LThKCLIunKVhCJQM1zvLVF18w7vfEGJiXWcgnxpTccZQYmxseHx8ZxxlNpmlu6Upue5lnnDUM57GEEJovtaZtO7SG/b4FWoK3zD7SuFaq0eZF9ovWHPZ7rDaFHJLJphAs8zVge4l/zdrSSOnVZpfrvLHO1Aq2WjUle75u2/wErL3E3L9ufZIQPxeMb4WxCszP5XXrv6vljnFth5CBC4tNtNk1FfNDa59SKnFJdYsSRkuFy7IsvH//nv/8z/+Ph4cjOcn5eu8JxWLudju+/PJLDocD9/f3pVVNvtD7Cvrbdh3GisBIdwpbeMW+gE6wLMJVXpaFthUXdxxH+n7HzeEGrUohBHklYUDGOUvt4RSjKILq/l36gV1fO/ldvrN4NRcq6zSdqYwu5zQmOIw1WKuxVlzwjGKaZ3zwzPNShG5cN53Wht3OYKxjmed18xljMKUCS2uNshbd9zRtyzLP0h2kut9KSWqsKhcN8yL9smroYoxmv9/RNEJxnaeJ4CfO5zNN+4rD4YazgnFcSCkLmKUUXd9LdRaglMTY1jqGYSYn8WAqD1orS4pZzh3BAozWgmzk63LYS3hRfi/KWzbYBZO4GN68xub1+tefKybj1X37PyQmfi5Gfi6ZfYknntZvblJI8qC8XqkNwHcBBVY6W0nFrcfQCpUuQg4JoxQxRN6+fcd//Md/8PDwiDGOytTKGeHnaonRvPe8efOGcRyllhe50Vkp4QEryH6BWDW1RWUv4EoWpXA8PnI8HplnqbfNOUuc2EixwMPjA7t+x36/JwZPLuCOFBOkK4aQfLeI1kb6YRXQqV6zS1wOFZTZYgu1d1h1WY0trqGSuK3rOvYlpeaco2t7pnnEL5HFh6I8E+M4ME2z8LqtFYsTxKXPhcpZ76vR+kLr9B4fwpr+qimwlNNK3jidTquyFA74jt1uz7IsHB/uBFCLEdO2vHzxkoeHB+ZZgMiUBCDc7/ZY61iWmRgzKQo33/uEMZkYpdrJmLyGMGsTvULbvIQIl/rouidV3Y8r6lz3vGAVax1f+tBIfeBCb4X6p2lRP7l+c2DrOcH+KebUU1fiqXCXV9b/fZA33ubv1sfTBbbPGXKK+DlyPB75j//4T7779jWHmxsUumjyCgwZrJHPFVdwYZomQu2tlTL9Yc8cFnQ2mBjAaBrnCClBzPjZUwv2ay2vcw3WSeoIJQUOFTSZi1tojcaHQNM0tG1T2FB+vSZCnxRFVK1sFdQqnKubr+zVdbygoRIPy490c7RWhHtZPOHhgf3+QNe2aAud6mkctEHIKUInDaQkPb6Mc7SFT55zAcEqCl0sl7EWV1B2Pc/kQkTJOVHIZVTm2M3NDcuyrK2CLi52Qz7seXx85HgUQOyLl6/4+uuveff2DeN5LIUd9+z3e25ubgjBE2NtiCd4iHGiPCumATAHT+MMNit04Rvk4iJf799ttd66gctr6p8XAGvTdu6D/VoFt2YC0icIMPxGQry1oNcb53lEuq5Lc7aLi1Fzm6r40RUAqyBVqjQvKIBBadq2OZdU3d5yjBASw2ngv/7rv3n79h0vXrzEWsc4TqUWt3RwUImYYJmknUwIgQxC+DCuxE/CjbZNi3WSEoohcj6NjMNIWKR9bNOUMkDrSDkUgZQOHCF4dvudxIdWNlYgla4WYsWnaVqthljR4nAUt1Y0f3j2WudSSxNTXPuEKRXFwkTF4kVpOWevmtURIsPxyDJP7PeH1epYY3CNoOfLsjAvnrlUUZ2OR9qmEVe2FbArel8ssYQaOQmRxZR2OYlE8IGUa3M66eRpjcZ1PTElQliYxpkMONdwe/MCZ1upzFoCj6dHDrs9v//DH/nxxx+FUBMid3f3hFBc4ywdUpxrkNJToVPGFNFWE8LCOA7SrbMpOWLZmeU6yt8pl8ShyigSKgVJJyp1sbxZ8Jni+/BhA4prKxwLiUR+/omdPeq6dtuesFU+srYx8Pa164aUZg0ip7l2oFRVT35wrO3v1RLX6zhPM+/f/8j3372mbVqcazmfz0zTvFE6Qruc54Xz+UQIEoNaJ66tDwveGOEJI2VxMUbOw8A4ngmz1NF2Tcd+3xe3N5Q4lNXqVUAqeE/btnLcIN/IrTznan9lilQAACAASURBVFmlVM8YtRYjxBBJWeLISjypze0u1qt+pwIgFkFCSU5eK8nXhhCJcSoKjJJuMYKoh1jQ8gaFYjqHYjU1xjn2pSRzOJ04Ho8S5+/37ErzPpQiURoMlCYGtb2uKdVO3kvRfk6ZkEsdsjGSM2866ZwZIssy0TRdKcMUtldO0lAgpcS//du/MwwDd3d3zPO8ppe0UQQljRIy4FXJK5e94oMnLYrGL1jXlA1Uc8xlT2RQKcpeTKJJI6ALSlXBQ+pxN/v4uf1fLXGsoVKSGvZ/GmNru57L89bft8L6nNA+BcM+EMqcSem6Tcv2uaegVrXo1U18fHzkr3/9K6dh4MsvvioN8PwKVFUSQoyRaRpZFo/cRGmI3vc9ShsUirZpCmiRCfNM8B6tNF3X4kzDbreX2mISxhZUvFBAjJGc76WMTeLGuhmWuKwkjy0qDjUdJ61otJacai7ueI3ZrpqkXxHsJf1kXFMqdUr5+zbXWVJ6Ff0FqP2sa3/oeZ7wcUEbt17vw+GANobxfGYcBqL39P2Otm2kO6ZWxJzws+c8hhX8co2haRpxw2N1QzPLspByom2kH1nfG8bxXCrAWpxrVu/tPDwyjiOPj0dubm6kI2YZJpBJBJ9KlxLo2gadhOyhzcVKxpSYg8eVktEPRKl4DkpVVps03kvlfHWmPH+9r5/DguqerZTbFfcQd+vpJ//d6zehXUrQn0vAf3n+af73lyBwT4EukO79Ty/zx4S+xhx3dz/y+vVrXr9+za4/SLO3UeLdmsqoF9N7v5a5VQDNWivxFmC0ZTyehFSgpU1uDoHO1WbojtreRyD1VAgC9urm5pRX1lMupYa7roOSlpim6Uq5rZVOWpO1KIKmaQjeo6xZ47Aaimxjr3o/Uo4kP0NQUFBqIb+w1klbe6F6XlhjjRAhlBRsPD4+SBzfNJhyLm3b0ncdj4+P0ipnmVm8EDyapsVZg9ZWanpDJONZfGRZpOF927YoVSxsntfcbwiBvu/pug7vF06nE96LUn3x4gUpeobhxFyQ8r5UU6WU1gYOXdeXridStB+VdAPZWlu/LHjnL6h5rqkmEdKopLlyBaNyEvBU1O8GrOHjRunD8HL7eOlw8yvXb2SJN3lcLRtDZcVzMvsxN7o+B5dY+XpJpX7GbFg1H4+5U0qcz2fevXvPN998U4RMcXd3txYibJHfC93QYK2idnhMKZO9x6GwTtIKMQRSQVn79mK5qrIS1FNjbBnrkdOaFkoxYgpRPueEhpUYYjbVL3VzrL2eSupIsk1ZEGyT1oZytQNljFF6eZVWs1XJC34Y11xIKmzCtm3WawWsLK9KxliWwH6353BzkGZ+riGEmWVZ6NqW2xcviKU/9n6/Z55nQeOLklvmufTHbnBO0j85BXxY1qYBbbuT7h5ciDjV+5omIYI0Tbt6HsMgVFbXOA7qwPl8XidCOKvXc88ZDvsb2YdZeOuuhA51v+Z88YyqkEYgFwVvNNisL8DhRqC3xCOlxIgJZkHxsC77+iln/+q5nNEq8mvXbzPGZZXDKpyyeT7m9l64rc+DY/XvCuNnoghuvrb0z6266ed55nQ68v7Hd4zjgFKOx8dH4BKz1+kH9bMrl1cVVlR1y2UTNetn7A8HQZ6l8VN5ncz92e0khaSUwliIwROiFEOQIssSRdOXnJkguZbKfdJKoawmFXmT61hJKhnrjAAoGnLWkISRZpXGOoNX/lKuuN6PTK59zNbGgeW+pUhYJIWWleTRa1/slESQcjoTYlynNqSYOZ8nxjhCysWSKnZdj/nyKx4eHkpsLtvLzws5lvRToXpWD0eUj6SWnLNoU7+zKK2LxyRx9H6/x/vANM00Tq/tf5ZlIfiAV3LsVLqG5CwVTzJGJ60lopX3vOKkWbyjNa6tGMwKSV8gL02mtumpqT4tNZ5FESTIAYUq7YITiW0zxmK9c8EY8iWj8mvWb8rYunYlfvqknrodzyW9r4ABdXFn6nqq3bbHWJaFt2/f8e3fvmOepZm7KRziqtHFdbyOY64ZSCJkNzc31HzhdvBaTepfiu1rvCbWZlkElVZaXDOV8lq2R+l9rZWhb1syMtStxoyBsAkdBBVPytBoS0I8CIMuSiiCAqsVrpWKp5QvA+3WVEZKoBEFQQG6yveSqiFplie5czmuQqE0+MXz8PDIyxe3dF1funZKx5J5XlaSzO2tsKpqfrzepxijQJLGYHJG51Ti7Yz34hbv9/u1RvpyX/MKeOUsPOpqEKQjh3gfItwLOZZOmkry/z4spRk+ZVJKErBOlZLHGNCbPbAamMrKWoFakfacEql0V09lcKDUCZuLu10Uggj1RYCf7v+yrUv++Z8KbBVzsebK+LsE+SkA8PT3eqMkvXTpTbRlwWyFuN7UKqDH45Hvvvue83kkJWhbt5IoqgDXzVKFt5bIbUEhoOR7r13mLZAkKK7DOSHR1/Y8OUeMUeSYiD4Qw8I0nslRLKnU1mrQmV3fM4+jxJ5aY5UtljivIJZMc4gsyyz1UkYRE2tsryUJJ/hEsfYCnkkXkBQTgdp7SjbaUqxcCAFlLCmJ4FW+uC5lh1IJ5bi7f2DX7+n7bnP9L6WGIDHyq1evOB6Pa3yfUio1zAFrwVlW5ptSDcviOZ0Gic+1dP+s3pzkdlNp29twOBw4Ho/SN0xfUmzOOlJRQJCJUVJ1TWNpGouxlfN8Kd6PSWNUYWCVvDWI0i03fAX/6nPSg0uEGBRZb/Zs2sxkKvtFZ0Uq73/Kf3gK+P6a9RuRPRS1yF7aLknI/zEhfi4l9TQ2rikSSSjJjZoXT46l8LsWgBdtXZlAMUbu7+/53//7v3jz5i0gdbqNk5iqglcgDB0Zh+LWESSVaCDunVsZPXoTr9bXHg6Hwj66zCICSYdJrBmkift0LqkUmeJX249oBU5rkoIUAn3jJE3VSsvZei2aRtzD8zgRo6LVtUQwS6md95fU+QrKSawVk6lGn5gyISemeWZe5nXESUZc9ZxqGHRRXM613Nzcsut7Uk4cbl4xnKYyzXFHLGAVuLWX1jAMZdRMR9u2K0gVUmSaF2mebzKuiTTOlYmO3doVNGthVLVtjwhjLOkw8Sy6rqPve6bxBIhge+8lZIErwViWkXkxtN0BY9zaQKBmJKwWso419iJk5UcinhKzlt+zkuu+NqLYWPC6pyv4KHtB1xsj/bqu9vnzGZZfun5Dd7qWcf2yjn7PodBwEf+4QXJDzKRQtf+l+6C0o5HSwWmaePPmLd9++105pi7F53GNlSsTqJbsbVNMIBe+aRpub2+RNNWyHqMqC6AQJeSmpoIyW2vougbIHI8j53EgLjMK2TCmcRKbKenuqHLmUNq5OmNonJM0Uk0LGckzhxzprAGr0X2LVlryxhkWv6xMLuoGzWWoWQS/BBGAlAgp4pCKI3E3hdecgZjrRERhDYYAy7ywzCP5yy8L2WPk9sVBEHZKY7pUueKX+1iVodZ6nRoxzRPaGGJypOwJUYTaBJlbJa/LzFMFr5oCwFUsJRKCEtqnFfd1mubVG0opYpT0wFYlRVhb9Y5jzYfLPrVOhsM1csICKmots4WV+sAErfu0eJ3FDBWshtKe57J/V2om1Uj9NLHy14vwP6AU8eOQ+k+/9mopRSrwf+0HXWcC5SwOY9poW1ImRhnTeXd3x+vXPzDPM9Y65nnBB4kvL7FeXgW4xsBbt7oCWVrLyJVquavgK6VK255UKJvih9XGcCFEzucT43he2WPyvYShZazBaRlm1juLMxplpRa5dYacq7suLCelFM517PZlNGaS4VyxcfhUOiau4I8pyDAlXSb/ztPMEhax3M7TRsfiA7MPTH7Bx4DKIvyyT4XXHHximWZef/s9r1694osvXnK8fyTnRNu1NK5BtS3D+VIQUbnPtXKpzpHKSqGMKoO/LTnDNE8EHzhPHuO6Uu0lEzROp/Pq9dQxMznnVUF07Y5FLYQguXPW6yapuJQMKQfO5wmlFX3Xk01eCxiqMq6dSWqHSl2EeC14qFZZNtx6jcpWZZ1bLJKMVgZh2ZV2t6VZhNBELnshF1A4q/wp89T+MWSPp7nKX+sq5AgxCbleohxBamsHfVFfiaVMNXh4eOD+/p7j8YhShhDiWu2TcpZJgzFetdmpHSXP5/MaE5/PZ5xzjOPIw8PDWiBQiwOAEvv6Apgk2ranaSwxJcbxxPl8QmtonSUbcbec0Rx2PV3T0FhbKI1SKNm1bdlckFJxZRsr6SgkzrTOkoIIbAyxTHCoEwI3Hk2JZmJqSUmonrHv1nGj8+wZxjPH0xmrLK3TLDHiYyZnGUWrsoyn8Uo6V8YYufvxLVplvvjyK8Zp4fFhxLmGfren62SYXA1pnvbVUkamNYboWYLHB4+1jn3XY42MzFkWAciMgq7rSg54WpsF1BBD+lUvJG2l9NCogkQnci79n7W0kFW5kGZ8wvuIsU5Yb8UbE9xl3cXFk76GmWpsWzb39p/VJV6pwU/TJ4l1GmKVjZXgQcEs0GwKp37x+odY4ud+/9iq6Gj9vbyxVMUUhVCeq65O1bg1lluWhWEYeP/+Pcfjcd08sin0mn6QCQz9Sm6oxIDT6XRVy9q2ks8choGa962WuX6vdXKCllm+OWeG84kUxfIopbDG4ayBHIk+0FhN13a0jcPpDDnQOk3ftrSlosYYjfcLxli6vl1ZQqZW2xT02OS1UIaMJiZRc6po+BgDMYWSr29FMJEihmE40TbgVGJaPD4GfNSEJELsgyARKUAupZaRxMPpyDgOPDwYXrx4RbDSa2wYBrpCysg5s9+XaQ/jtPbZaruOpmvQVkamTMvC+HhkeDzRNM363hBC6cxh2O8PPDw+kBYZLStlk1YUe0oQA9EY2m6HMYZxHAoKrlaBpzDT6hTHtm1XXKRaeYl/VckqPSm+UdcliJvNfZUp2e7nlWgDq+d0yVRdpL9y+3miNH7p+s2F+CmR4wPN9OS1T/PF6/tzTaVfH0spRdp8Rk2jnE6nNT8pw7nDVQqiaVtuDjdrXFxjYe+lcujm5mZNxVSAxjlH3/crCl2tXXUXrTVoI+kXpSTtNE0z5IwzVsj9ksmhdQ6rFSolkg+YzqK1whY+r9XQWYN1lkPfFTDOEQup3liL0Wb93tLyFMkTZ5mrFNJCHTWblFRSVe62MLAWzjlA1+K0olEwTiPjLAwqHyMpaaKVOC851hAmqIQxN/iYicHz450UknRdhyolhan2bYZSe7xbr/cwDCxxYX/Y41zDy9sXDPrE+Sy4wTSNHA4HlGpBm3VW1YvbW06nY+ksMrHb7aW4IYpA+WVhVEo8paYhLNJ8b57TyqpTWoC6cZRRsa6xWGfXTipU91mb7Ugw2W9rEwC9uvQK1l7U8rrLnr7iRhQ8h+qZbqmwqHVPPWvBf8H6zWiX2/Xc308t9MdOWgSlvA8KW/iycfOTFFSMUmL45s2blaBwOg0Yc5l4cHt7iy354WEY1ptXY6tKFqhUvZTSVVxcqYg1dgbo+w6jNcEv+HmRXlIFYCpSI8i61hhdmsop0FmhM1hlaZxl17U0tuHmcMBZR9NKS9dq9W353MqnrtagFjSsXUtSYlmM5C7J4oaX6x5TICyerCKHbkff9jL4u5kYp45xmhmnhWmZWXwkZUWIUTZrko22ZMjKon1iDplhPJNzZreTkk60lnCiAIhAybHf0nUy9C3mVLpZitu63+1x1jJNZ6Zp4u7+nbTCvXm1MrR0qUkexzPn8YwxRnjqTtzinBPzMqGU1IN3vSX4uYQO0mghhAVTpicOw8Be7WT8TgEDjWtEURpDpAJXYpmNlk6htXOHlg1dCiDKnk212cCTWuEcyzTEkiaLJU1Q3f1K1fx7hO0n1j+02+VzObCnv380CZ5ZR2hc8VY3CqDO+fn22++5v5d5P5VuF4pVqDFsiAG/iLV8+fIlzjnmeZBSwcJX3oJcFYWu5I4K0phayWQ0cxnN0rVtAd+kOuXSGFw8Lg20jaExYK3isNvTtopd5+ibBtc07Pc7rBZ0ulqzeh6upGGsdRVJuVzzVMd4Blwjg7CzziubKCVBZ51xpXGc9ACzSmOyprEtbe/ppoVpHJm9L62IvLSAzZtG+8qgjSWHwBIs5/OAQoaVixIMayhSlaG1eu2p5UuaqdbQKgWHfceucwyDZhjq3OMzSmcUmqZxGCv4gNIwTiesU7imwWoNmDV0yNlgnKXrbqU8dDxhnSEmaUog93zGNY4YkrRl0mCb2lO7NqAQAVZKS9312npnM4wcVqaX9E2vgOCF35+KQaqD1S/DFBAXrd7DZ2Tnl6xPFuLn8ry/dD0XO6/gwhNXZasYhmHgzZs33D88rPFN1d71GNtujUop9vs9xhhOpxMxJlaiQ7F2VVClOXxYy/xWN3bNRwdOg3RdjCEKeBESOQSyUtInq2lRZDqnOewbWifT8LpWs+sb+s7R2Zamazn0PWZTiljP/1KcYKXpfBRQ5IKeSt2szQ25TOpLZGoTwZr6yibgjUcvaiX0N7aRRgTB07mFydkyhiXQuYV5sfh5JkRhWGWtcMqUCYWKfMqM44DWFmMdx+OJZVno+56cM23rSCkWSyYliBVcSylBgjkH+r4rOXddyDkyZE0pAyrTmw5nHfMkCPg4DBilSwoqY6xbrxeF1NJ1LVrD6XQs5YvTir8Mp4Gbww0AMZcBasausbF4MRKG1D5qUrMuApopPcDzJW20NS4pJohS2ZQqvpOr230dPm5l6Neuf0h7nl+CRm+T5NfH+/BL1ZtQmULH45EffviBnBK3t7crQLU9ZmVoKSWdFyuwURlXNQ6uqSO4lPkNwwCwToHYutQV9LKm8HRDIOSEURpnFa1VNA4O+x271qJzoLXCnupaiXt3fcuu22OaBtc2OHOZ91RdfmMkTpZ0hSLpOsyL0l7HoI3kI3NOpeKpKLoS3/sFQiy84bYjuUjwTtJS3qODxWkZ6WkytC4RUosPgWWemaaJyS+YDCFnAqBvdijjeDyOLMvCvm24vTnw490dbWNZlhGlBe2PSfqP6UK5DDGSknhFhMj5HEsThY4QYrmPGa0yyxIwesFYiY/v7+9QCfy4YJXBGEvwMk9JZ1Vi+FDScg03tzcrvlGxjBACDw8PNH1H6wwYjXJmJXlkrdBaRtfqdS5QnXgI4jbLY4ksNcclJSA0DwkAc7qw5q5afTzZ358Ga/0GMfHTePfXHqeuKzZXuVDPvW6aJu7u7iQ1tCFs1FVBgxr3Ns2liKEKMai1kXkl5Nc4++HhoViTdv3saqVr+sSWYouYCp9aifA5q3Ba0VpDZzWNFhqkzZnOGQ77nv2+L+NJWkwjzLBaIlctb42BRVANZIXBYI307sgqg5JNCKoUPlQutVilrBSuKJsQQ0k5eVALKUWyFq8hGBnaXecLL0lIIKEU+avhhI2JiACLCaGZWmWZlkBOmcO+Z5nPpDiTYmQ4em5ubrDOSXscYzCNwxnF6RRk0mLKSGufKONPyyyn8TwJky2d5ZyUou0a+q5nmRaiikznszTUs4bzcGTIsNvt6PpOkPmQabsO5yzDcN08YRgGmvt7frfvxWXXauVK62J5q5usVKUybcWtEIPQoAURB7XKqspS01ySKdfkEMr4os36BEP86e70T4FUTxHnnxP4axpmHVX5YSI857yi0XV057Isq8tcAalK0uj7nqbMzd2CU1WIa6xULfLKxXW1kV5cqZdVMdTbkkrtawyBpmmlEZ5O9I3mdr/DKumX3XUdjTLsdh2H3U4qfqyAW7ZpSjrKYiq5QWnpwKGl95fR0mMaU/4pKQ9pIaMgS9/rmDwplwINLe1stdaC6CtFjhGTBYSJoVielNE2YLWhbTyRRJti6aGd1hlU4zQxLZ6kNOhWyjOV5TwuTD6RgufF4cAwnDBkQooMpyO3Ny+wtrinRrpranXg8fFBCCiTNHLPOdO4lv1uj0JzOg5EpTgeHwWHKC50TokYPCoolkUa8R8Oe46ngcfHB1KO9P0OciaeI7u+48XtC+4fHqSJgxaFPwwDfhoxL2/LbmDlritVPa/NY5edKte3CGntMZ3KdV0FVgmbXdKirIBZ2exCGrk45B+Vi59bv4k7/XNppPrvVuCfus9PH68xsSTtLxVLSinGceTt27eXOT/LwlBK1rbpoBpPynF1cdcu3Giq9lR1Tmym6y7WcFsIIeNMdWE/ybhRIRFI3Gy0pu9a+q6nbzX7JiPlx4pdSem0jeWw35eBaa3E3k0jFMAyO6nWFGtlAUltWGOgdBZJqgB+yqAwJDLGuMv1MTIYPERha0kcLd0qTU3bFdxAawOlxlkD2WZ0zGSiWCFlcEZ4xc4IgHU8nfAxgXY4LZMZDZDiwHn2tE1Daw1LkKHlKYgg7/c3ECNKG1zblG6WHcbXsa0zwQdyl+n7PS9uX5BKBxbpclnotkqhjSLFvBJI5kVmIu8PPY8Pkegj3niyFeU7hEDbdXSuZYzS30ppoZ0+PNzz8uUt3a6nTpjUWixsLvTXqxp5KPJ2scs11lW51ryXrbVab3X1t/yv8qvL9f5nCfHWuv6Ulf255577vf5dyR31M0IIfP/997x+/VrSGUhVSa1NrUIKF4RUNHyzusKVI51KW9u1XU6pp60xcH1vRYgVkLyXooEQBI6MkdZaGud4ud+xc4Zdo2hNxipoG8ftvscqae1TWV9bl9kWC1yVh4wEcYRUhFUblJJaXKVV2SYKMKWpuSURy+bLgAMtKTSVwwrQ5JoysRayTIjQxsigsgzJJEyvMSnivcTUoVyrpmmKQogsQYQga8McTKmvlaZ8IcrkjBgjiVRc4sA0D2htCsizKxVcBpAWPs65laMewiNt25U888hc4vKUBLCyRhNTwGnxPqZ5JOXIfn/gcLNnGke8V+RksI1DGcOyTNJ3qxqFnNEKlunM8Xhkt9/TugarStKuxMcrcqxKHJylRxqwGSQucbBY75/2i2svcPldGIiqKIxfu34Td/qnnnsujfTUCj/tQ339vFzMCmjd39/z+vXr1QrHGGV+76bN6Ra0Eg615bCXzhFV0GtM3DTN6orXBnOVIFLrhg+HQ5mtK+1atRJE04CkQhQ0OmN1orGCRjdaYYHO2bVSZtfvaFpJKdWex+It2JVMsLbgUQplNaZwcFOxCDFnagWUTKSXOmCjCte8iLgpfaZToVIqI++pSixXMK9c+5Qzprh+OiWMNXhtABlpk7OANl3boK3UYaMVTSPnaOkwOfEwnElo9H7H8XRiDtIj2/tQem4ZxvFIzjupJ84ag4BN6zDy6t0Ub+hC4Cl9sLqmeGQTXeuAXEohR/b7HeS+VE0Fsk8Y24kCIkr8HxWpjtsJmeE0MI2jdPhUGwYhdaZwTXECXIa1CUMuI6pTyWxnlZ7d83BpUFhl4LL0Ckb+mvUPncX0sSKIlbWyEdbnXHIJG0rskIVe+ebNGx4fHy/pk1L0vj3mlnivlLB5bm5vCf7SwkZi5xZr7arl21YAsopmVqss1USKlCJQm9dJ5ZQm01jL7aGnsWKB962D6Omdo+9lzs+u72nahrYUXWxnLxlnSVkYQ1rbIlgXN1o2gK7kcelGUaxEVrmMFClxV0FTcy7KESclkDmitcUa0f45B7IGWzdqyYEIoJhxqcE1Lc5NZTaVWMkM6MaQYyEvKI3b9zTWlMoryzAH4V0vjhgXyeF6ITyowuQiR4KvdeCS8hqnEaON5Nq1EYCOvN7PYRgKuHhbcsTCkOvKAPQYg5B5TFM8OGnCMJ6HEte3qyA55wghE3xiOk8cH0/s+gNN6ZIJrKm8S2b4sjFVIaxI6BFR2bKiWIJZf7DfL2+/GCi1orf/xDxxXT9nkeH53NjHLXC9dPLe4Bce7u94W5hZ63jNJ25vjYOlO6LcrMPhQN/3nMJp7XRRLfswDKXPkwirNGur1EpdOLhSA5yzlPdJf2E5P60yrdO0raZxhraxGKPo2o59vytjSy1NK2yspmlk5IlzuKZZmwtqVatfSpO9AovWYXCxdNhMWVrprk0J1eVcygOIhdBFLisDKZNknJqQRrQWQUyJUMoItZG5RCoLZdBoswJjpvSeDmFhCZ4UAqEw5Awa0++wxtH2gd24CACWIzkHpjmW65fxIXA6ngTosy1Za/wcpM3ObieK0ksdNtTtfRGC83nEGsPt7UHCH++J55HDQZRdioGopGtIJq+Amsw4jmVWkzzWOMsSFs7ngek88XD/UOrLS58xCm1TNmx5rMTH5eS0qo2VEilLyFJF4WOg73X4WeXm/wAh3p7szyHQ8LwLfb0ydQ6vIMIyFuXx8XFtcRM38W89ttZaGomX1FHf99ze3hJDYJzGy5CvplmR5q7rCrVPWs1UhlFtrkfhHVtXaI1JqnR619B0DX3X0FgpI2waS+uMFPZ3DVaLEBtrhFLZWJS2EqtJB4VS4CH9Y5RWYn21opazVc1vdN60krlsKqoXghLkmFSUQRk2V9w/bawUQiQJA7JCJjP6TDalkX8ufF+VURgsEj9XHMFaTZucNME3Br945sJX1hn6xuIaxziVUTM5QvYspYuozVIbPZwemYyjbXts0zBNI41rQOUyEUOGlNfhbpR0X0qjCG7Jh4uFlhGo+90BpWTyIYBrpGMIqrYwloou5xwql6kaWbMskjc+HG44HU/sd3u0KZVyXDIZSl272KI3y7SI0iedJN5R3lQufRz43crJP0mIf6rQ4TmXua762La/8U8h3NJ69o5vvvlGho+VtjqV01yPWSuWxnHcgESX/tPnQUZieh/oup7TSdyzyjCq7xOWU6LvO6w1jNMolUdNrWJKqJywSqGJpPj/M/dmXZIcR5bmp5stvkREJgCSXdVzprqe5sz//zXzMFV1ulgkCCAzFt/MTJd5EFE180ASQzLBZhtPMhOxupupqohcuXLvgrMjnbN03tF5j/eOEDzeCtnedQEbvNb37w8vi8FpQ1F7w86LIqaRVoXIw1ZFQpCgVgAAIABJREFUDx3GyEX6lBp9630Ai3gX139LBWedF8BsWcS+syRSWlqkLaVgFAGuahardTpNT9taQ5w7Fj+x+AUfZq7XmettAiLeeQ6jZwiPeJexZuH57ZV5WkR4HW135cztdqEn04WOabpKGbNMOM1gpmmWfre+t0rEiSliSqE6DoryR1JLHTk0vPoeV/G/ahBfuxdVkul0OjFdJ+Zp5no+EZdHBjfo/d5EUwOG3EqZmgXXSN0idu0VbzPPr9ik/3/XV23iWlvWjbK9tqj1L7kn1v5rHcQGBem1rqv6x+uUUqHrpHG/pUJWJLo29Cvyu9vtWv0cY2KZI84GKI55ivjgtEe8zhkvi5zkK/VyYugFgIrzhMmZLnhCB8FZxtATdOCiC53WvjL4PvRSA+ONettKWio8XCFyiDu9fK7OB7fEuAgPyGhbApXsLYDx9yOcPyfNlHV7b9I3Z9XmFdFiNq5g7dqmAmXSWbFtTSxgqq616IN5F7DOY92MDQHnO3zwXJeZOUUKhRDg6WGklAOYzOl05TYnpiXVI4eCuG7A+gx9CNxuE86qp5Q12IzIxdp6L2hTanUtLlEkepxz7bB2Wt9WPfFKz3VOnvvxeORwOLDEyNvbG94b3t6e6fqPm5S3HrZVhnlzX2UFrmQPgbhUjTSzHq6/HKi+5vpVIvGWm1z//FIqsY3E275uhQQoRhQCVXLnfD7z6dOn1gfeRuG6Yb33LZLWDRzUakTArEjOcloHP7BEdXnIApiBoLW1jutCICfpX3Y+UPHIOM14aylpwRvPru8Y+sCu6+i7TuiDvQgIyIaWUT2sbELnAsYF2abWSuRFNbxcHWDQtkMRSdUaa9thXn6e4fx8A1us1Z5l0UOhIOm2KRixLsA4QymOVJLU16balRZKypQ6grdYjBFJHVNQfrk4RIQYmfwN6ywuBW7LwjIvxCUxhMB+N3KbZlLMGBvxTgb7l5yJRbjO0+VKGPtWwnjnWivHKqnFNqBUuwPeqzySou4xcl6k3jYIf8BoT7oK9lVgcxxHjDHcbjf2+z2DCv9dbxcu1xMf8oNop7V2Xt2ocj+z7mJ5Lq49GplJVhcOakb65f3za23qX8Wf+M+h0F+6jJH36NTw2nnVEtX0UKtgicIUlpS43K78+NOPSmxwuuloWcAwDFwul7tBhrWmFYBnnhZtr2S6ThQxC0pIyIlSpN6dVX6V4phvE94auuAFGKpCACSCs3TB03cBHyS69l1o5I2+75v4GqAtpA5jvVrCWGFlVWqldnirmFpFnGUJaWwuK+hVECsRuwFSULBrmwEVMjlZbT8pgcZLRC1xEV/SAqjpGQr4UTuXFhw1I5BDoAKqJhuKBUumN718LMqk02I9VzNRFui7nrHrWbpIPaqdtZR5kX41kMhMt0k6BohzRFyk1jZF7oSlEJzMLi/zTOeFUy5rYhEDeB0QGYZR/KZjEj1r44hLxjkoaaEUw363gww5FXb7na6PwtvbicvlLO0qFK8AKXnapt4ws1pOXeNxtXnZnLvt7v/611dv4q2E7Pb6pWLeaD5U5zQx6kjQVqT8KcgEzsvrK2863OBtaNKolZV1u93aQEIlU2xdJKotiKRU1fUh6biZvl4rI2MCgnj9nOT00/VKOOwoueAR1/i+84xDj3OirSUEfonG2VRwym3SLFlI0tfVj1snv9hYWUyKjtQ7Z8z7x74CfaUtnNqv1Dej4nvyPDQDyFXyvHKEWNN3CrkITcnk3DY7RdhKxRiy10TeWlyW8FNSJiUDTuxdckoYZ/Ex4ZZZDjAroFwuhf1uR0pZWmV5YUqLHCgGvBF3mZxF2hcKQbnu8zQLUq1TUKU4um5sfXw5rD3OZW63ib7rOJ8vbZ58mmYMYja+zDIDbY0BEwXp9oE+ifdTKdB3HdPtyul0ar5UpYKJZq1t73kM+ndZy8BaT8sj+xJwuz7jr509+Lu0mH6p9/uzw6j20PUTGhRaf/h6ufLjDz/IkEIIzf83pdQibjUBbyLorECXEBlyQ6WFZKV6TECwgb7vCEF0np1qXmW1WLFG3Aw9BleEgeSMaGd1zuE09fNBZWYNkjJbh+wg7eOaOtFCLVIl0hVwem5lCqbU+lY+eXcPy+av9oMq+WD9ZNmknbX/e3fvtd+cjbouGiCvi9SIscT6eizgPaQkmQKyuZ0z2GxJcSEZiytaTxcv91YBqZIyY9+xTIEcFxZnyA4Wo7W5tYQiRImUIybBNAln2zqhnmYKcZl1gzoOh4P2etfsa6sPXtVbYlzIOYnogn590rq7WsjWSF5/X8lOJHzL9qbVNb1dy1uKRm13Si1c779RYPIX98RXXl+9ibfRePtCt7XxXbptuPtc9bdp0x2gRHJJHV/f3nh5fRWZHO/FAzjWUTOJyhW0aO7zusnra5lVPOB2u2KtqFHWlLEOOYiUTd1AOn5GwTmNQBZSnHG2sB86xk68ib3zDL2YhtUBBq+SsdlkdR+sQVKyC6n/9b5slA7rKS/vPyvy3G4btf+rhzs1Wymlfu+qu5xVc2tNtWmR2CiCmpMMZxjjsFY2G1rT2XYmSB/YKuaRcsZkbf8ZI/JAFExMZOvAFVxOFBxBT6k09PQxMgwdyzIzDiK8nilME6LeaRwlwZLFhJwiPPXgAzlUbymayIM4V9Z7pTTKjZRwff67nThD1Bp6VSzJzSbVGMPr6wsfv/1G2oG5101c0QhLsxDaZEdNrRI51FIRNY9cUmv7raAY7dncPdO65r6wt/7S61f1J67/3kZB4A71fP9yVZJNJWpVE1jbHSVl7QkKTXBeFuISG5BVgQqgtRDWKaOqCy36zIsO66dSKG0qySmYVTDJIPzYhKtsKRwxgSWBNTgMnRPCxtgP9KFj1/cCZA0Doe9ksMFLnWsN7UFazQjEcU+J/BopJbpJmk4Bk2nqHLDKEtWUWdJprc3av4W6V7Z39h2PoMVrjTDeeqjGa2Z1tqzpvW0bvwgVtB3ELWekGEsRXV0864YqWLwXKmjfdcQ+tmdasrR9kgM7eGzMTItsXFssUbOWesh3XUcmNxWWqmAaUyKmJLiCMcrrXlTfTNqNw6Az5Nq1qAMxWxvYUgq3eWJaFnaHkb73nM43lgTGOURBUzCLSpysuE29ocWsB02tmn/pKjVDKkWGWr4ipf5VN3HduF/q+7bc/27Dr2NardbQzxUDMc2czydpHan5maS8svkqrbKOygHNgKtG2MoSKmScs01NMXRe0WTfWlkxRckcg4MkEcZ6wKgSRhckhXaW4DxdF9jt94w7nQ32gkhb67AoqmtR9FIWWiFhsgOrlENNiat2WEvRqtl1TZWzzK2iDvW1uhVmljgCOgfNLyS3H1fvKKIlLZJHdXyuCBggh4tV/yEQy2xdpZV+WDfBml1pbW3kCPFONp3LmsmkAtZjgyF3CVKC3Z4UpR00zdKK8s6xLIliLNmBKapJVgoxRwFBFYyrBuZLjNq3lowihNC6HElkUklL5nKbOO737Rmvjh3ye+e4gDXMceF8fqPrHf3Qc71N0mvu5KADsPkeoyjbY9MUVWdF+vN676wejpJ9rd+dhBVCDeVlQ1r6a69fZRTxPb2sPuT36fSabrefsPmz9t4k3Un8+MMPfP70SfjRWfSrZjX1LqU0G80qAr9OI60nLmgNjKzrmDNex/sqM8sYiLGwzFGR6HpzMxZJl7sQ6IMjOEdwEuV348hhv5d2Utc1M7A7ZNwWrN0I3BUoJUmtWWTPrZOqWpfqr79rIxnpURpVi5CUzWDsmuHUMqAUy/Zgl3PStMgh7g1ZUe/20O6eobWWjKWkNaLXQ8Vk3WRI71syCqPgk6pdbgy/nbWUYdA54MTQ9/o8C8+nNwG8rKLtCE9cjMellZTiTCAQU+Z6vWJV7aT6O8WcMTHSqXQwuo4KRZhg3jGOu+aCmZK0EJ339E50tFIS95BPn595eDiKeEKMMklGxmrnpO5UU9l1m6tF0xqOrWme2rKJ1+CWlCpcD4L/LSLxti/8pRe0RfMMW5d6c4e9lCIn/+124//9t3/jdBK+8zJrXaMp8GqKtuoKb/vGlYCytS6tNYxzDudV/X9D3ZTB83W4GwzeGcYuEDyEYAkWxr5ntxtaf9HrLHCN/s3qxUgqXJlD9d3L3xts6mdgX6H2GjcflABbkj74ujl1cL0eEvXbazC4u//yy5SjTz00vtxZqK0uidQ1sTalrEbcRupoa20z3nZGe1IYXFzLKO+9KG6osPwSI8fdTkgZ0xVnnIrs199BGzUtmjqXIs8u17R881pjlDKraIliUPGHXDifL3ivZJ2oOl23N6Z55vHpEW+csL9SZrremPuBru8kQIyDiAPK6SuFX5aax2R5CLVL3PaAHo42qzqrHqq5ptulkKr9b/3fP3oTw5ej8pcI4LLIHVbTMP1gi8KliEHYp59+4uXlpUXb6/UqXOheencVzOr7voFZW6pllZo9nU53Qw0VEPNujdxb1wIbgvgVOcvQ9YydJeeJUjyD7zBFWFr7/Y5xN6rti1i/OHV1WOut0sAQhaNUTVHvjbz5dm9qL7Hu68rTNRhJEY22wagsuDq9JLVn3aRyj2nPYFMNb1DTFSy7S4G439RyT61aem6el5HfntEa2ogmFsFDFIEFEZmT9Lve72EcmaYJd73gjGE/jCxL4jInfJ2r1Zo9Jc04i9S7xkr2VMdJa5Q3WCKJZZ7xIahQvryPuk7e3l7VW0ves7ei1f3Tp088Pj4yjj1F8ZXb+aJyxNJ3tlYOjJyzpsH6fFR+uGyeqbxyvRdGcBXT6nvFEUo1hsg0Pa7/HTZxvd6DXL982RaOShHksyhw8fr6So6pPYiGVKo/U50trQDX9nfWKF97ifWz268TC5Q6XBGJKdKFTmie80S3H0VBQrW0dsMoKDWGh92e3W7Aeyu+SqpRLdNFtlFJa2rsdDNuktfNVVFqebh2ewialdCh705BLqhML1k8OtLWdn/9R2U/S0rcyDQaxq2FFPWe2LzWZqW0Hm91ucygEVmuKp5uKlHHZlyx2GLAI44bxorSSClYb0gxgivshpHb5UqcE33X8Xg4wvnMZYlquC2L3FkjZBxDe4Y1y8lZlEUNYlRXQbAaEETjGZYoG9F7zzTPdJ3HLPK+lxjBGm7TxDCo9rS1pGXhdr7I+suFvOTmb7U+L9OINuuBfPdUpe+f6/fUMlm7J6rmUYBsKjj5t13/S3Sn7/6tD0SI9UWa/6DD7nKD5mmSCRZ9ay0lNop0pzXqFgVdGiBk6oD76g4h3rvVaMzoPK7W7FnkWrpenAav1wteD4eUItZ7+hBwpkCWSPL4sKf3QVwM9Y+31e6hqKZwbgP37R7UdLa2HfQAq1yqFqE10lHqYqB9fdE7p7ktrY5miypUuf1E3bW21HaMjj5aBbiMpspFQLdsqrmYpoSIMF5jgOlztHVjayB2yZKI5LTgTSFawKlnsvo7dd7hTKEMHfGwFz7A7UoGHtyRfHrjcpsxSjTx1rKkQtsBGy1Eg5BkUi7iO+wdpjhKMtgqHFgSxgiPuk9JBiu8yDSVnLnNM0tJzeLFe09g1U07n688PCRKZ3E1y9E+vin1eZh2MApkUBEOzZAAmT1Hn33SkkieX8W2vobN9atK1v65qwJb4k9jwWQFp3Ljx5aG6MDpcuF8vggIcafEgRiJaYuITc1ravTb/E4RQRdpl9AF/DyTc8Fr7Wp0M4ktZmaabkChH0eEZpkIh4HKCgrBqZdToAueoetkXlXvhTUyf9seSAWhXGmhpEqY2oo8a7otO2FDtOe+VF6pfUZTsgjFaWproTj9rhp572dWN1x8Te+UrN9eqoBTFXwx6ylyB7BtMQ+74RMbm0lqdkdRYLF6aRlLMVbN4zzZCz11N4pC6LJEiof9OBBjhjxTqadLiuvaMXXCTHux+tuXRQ5payr6bls544NniUuLtjllipd7E7qAKU7HVG9tEMdaS0yJl8/PfHz6wFjnrDfPtt0PfTat5VTvaa13WxyrXQetf7d75y7b+uuvv4uyx5fy+xW5a/93l0BYpLZYloXPnz/z+vZKyrmpblAfYJHaNabUuNQV8dySTGpvutbLHZ5xGKCYZkadC8xJ+bY54THs9wPD4Cklt/q61r37/Y7j8UDfd8ry0jaSk4ECWwEm3WzVs7Zt8nrQ6GlukYPIqarl2maifc8d9VJrxVpnG2xDuesXfDktM6CRtwIpraLWQ8MYI5TNze8tpBpnNiDkpnShtliKlg5GFTkywXtIpdXGUgYIDdQ5IcZ0QTyFu2ApUSL1oO4MtTa2yYAVMKkoHnC/royYnGcZ8geZ/RZVEz00vWNeItdpFk61Mrvq8ymlMC8LIS6YmyjBYAzn04nnl2e6ocfgdUhle9+0aDHvCE+tZtm8zs0f7D1hx/4jI/GXrvfAFmxhFdozkHW+vRnCrDqdznz+9In5KlTK5u2jKHahtNZCrZWctWKQZdf54SoY4LQmK0XmhuMi+lCpJCbtKVOg6xy9dfR9ByVRyPTD0ICwrut1bO3IuNvRdz3doNNNSr+0trTxwAYw1agLKgJQCfNGeeOOYtYsYmVV1VHF9VCSn1rTNf08pi34QtUz3rbzNhuvDuW0h6VpsVHXA7ZdBkDJNxiwVl/D5vndkfqNxVvXKj1rZNZ5ZtZWUZJ2i/KIQxcIMTDHmb4L2jbzxBBY/CxkagqdN2I0bw0prYeFbKQKaMqBnLKIBVblUucMKSP1fRZu9bxbcFrfWi8YRjTC2Es5c50nMCJqOE0Tnz594uHxsZnD1TR6vbYH71oK2dZdKOsG3nZwqFH866+/eySu0zYtAmgLydQ/dSMXVC8rcnk7QSks89w0nk2RqFVRSZEvBTCE3uu4YOvwtlS8tkliTOx2gZIK0xK5KmLtrG5Ag1DurKEsSaxKTKELgf1+x8ePH9jvxibf4ry4GggqW2vG1Vi6MrBqZKP+gc3hJQ88lYQz6m5PdTJUCqV+nQBcFmP85sHbVtfT3r3W5XeXqQ9jPTzr62KdzakIbO0ZO7OytmIUhQzK9m1UHoBptZ01kEyRksmCD55CxiMdgPrNzgnD7ny9qIYWxDkxdJ6YevL1Rk4Z58FHSzRJEXjdABZstmRb9P0nhPEXcK4QlwSaVjs80Wjtu4isrlPkHCPAYyql2cQ4LMELCejl5YWXlxfGYQRXUY3NwWgKufbsjJH1YO3mEciml/W+knpMVa35azfXF66/r1Be+7P2woSapnXTRt4zqtv9fJMa1llLmqOqNYJyEVuT3CD4kTPr6OGadhZQneKkyo3n84VhGUWUbp5EjA2kLi+GXTfQh6BIqkTkPnQc9yOPxyO7UWeEu6DSp15TKYezbo2qd83ZTWr6Dj8wOm2EkgHWTFokauv0DKB1uxpRF3FCrNKoDSFul2hNvX8S28VSdbdKrX83McErXbjkrLpf8qqMc5g0y2hgHWwoRZlGAlAWClEPBlRvStB6I9asIYNJuOwpBgZ69uNOpsbsJEIAzjKOvcjdTjdcNPKMMUSTAScyuEarfy0thCgi3GXBOOSgD8ZRe+kgGUHKqUV/vSGQIc4SIC6XK8MglrbTdebH739kP+55/PCIt9oyWpNjfW5buvE9qlGzmaLBqmamNSJvJab+lutX7RP/Uq9LbEdA8r6MyWIfIuAWzbzs5flZR2gK8zxt7pOIfVe/3K20T/C+9WFb3acLLGfhJi2LWIMErZ1R0YHge0Lw7MZB2jtkOtfhsfR9YNyNjONAp22kmlo7t/JvbU1F84aI5xRkqfeHimC2ZBgthnRaCgWoDJigC0X7sSpeLkws0xaAfO22TlT0++4xGCoCXUEXY3zb+MasC7Dof1tFZkpSWmfOgMc7Ae+K+iiVLOJ7QsuU3+1yRbETyUeQuIahCMGmrJx25xz7XDD2hrOey+nceqcpOOZoSRkWm/AUOuNIRnriqQF2ogeW0oLBQy7qxOiZp6XdA5EDduSSiTk1Dv229KuTcSklLpdLU4X5/PkzTx+eODwcVOZXl/Gm9DCmdiPq4yiwCVJGX0OuWVPLYr6O6AF/50j8xUuOcPlnxbpKabS30+kMRiJz1NlSo+muLDIL2KZwWYchvPMtRayiATkViAlrAqVYbtdZfqc1QtwwMrDeh4AppRE1xCdY6ZZdL1rRKt3jQ2hz0N5XWSKNpPbn6sHCIKKl0LVOLnUDW0tVuKypbmkpmvzMqnhp6n8XqX1zG0OsVzvj9b5WBwv5oz+Qu9E4/Z3tLz0bBGww69dnKEX1qYzgDJmMNU4ympxJWrqYnIl6mBqv6aQ10v+Na3vQGLFgwcgI6bfffctPP32C+UJOHm8Mo/dkn8lukY2nd8JZK8QLBUaE6Zc01UUM2qN4NWNo7zknkXvKQ66U6AaAVtsfkFHG7Wjrp0+f+M3vfiOg1yZDMptsy2ynztpjMXfroD6HUr4u+m6vr5Pn0b81S1jX0M8us+bWhtYgrzevKB+1tXn083ITNX3S9Kioa4PYgAh3ues6HXwvCgKpw0ORGVRwDUHMCYIzKl0qPF1ZhEVbPOoH3Im96X63I/hO/YGFzilicZ7q6VNZUe+JLi0V3W7g6rFUN5KCWvUwWMkcpoZFZBRuq6elB0C2WkNvU+s1NS5t0awfuwO8ts9w8yzlc0UAQa3xvHWYIqh9TrTpMTSSYy2uKLVQN7PT1N5pym96qRXr+F89hIdhNZGLS4Q3cZe8TRNzLJQuUGISRY5alRopL8RuVK6sURjFXayzKm/M5tmUZojnzHpP6+erF3VdY3UTn89vggvUZdyeac1cNs953eV3iO76LOSn1H0gr/0f5QBh6stZ/3+7LCStXYn37Y8Uo7JIsgJexone1bKIT07OWO9kjhWIcSYtaa2JjSH4oNK0UjfV0J4bRVGUlq2Foe+IMVH9ZkvrJyr6W2RCqEYIp7IvNUWq7gz1ddf6p/a5MfebuNIl6+fQ/7ZGhtzrJnYbFLp+nbymapYGojm2VlgNmHKQ8+Z31gNRYWhr721ea8awjcIFNu6T2xpODoiSM6VqW+vzE7kcQ3BBIrBGlTouWUo1cdO3X5xMAHkDg9yvGvWWmMRdUlPjp6cHUp6ZgsMGz8vLGWPFmraUG2me9bUV+ZmmFTBttrgU8YyW9z8xTTN9ryXKJoU16gDp3Sq4V2maa31ryDkyz5mTUjedkTJKJr7KZhPXCGzk0L2HR9pzeR/pvjal/lXS6baJty/a0EazQFsZ+rBF99hitIVhimtiUaUUfBdIZ2nxZGCZo6gm6M/ezoEKtXJRJQ15CNM0kRHUt0bwvh/YjwcwhRhVKdOoN5GVOqu2k1DUOnSBLoSWsjepFnS+NNdWB4hqpSZUNTq1G1T0RsjmeL+BbU2nDVDHM7U+FrK9ptAtLV4Pyu3BsUoS1do4333NNiNoz6lmEfXn1RYVlcklr79Ujm8qmGywRTjLwo4T9JiaWlpF6DPCR5FjWA7D4tvYaKsLbcFZLybp2fP09Mjp9Ma42xF8D5+egRsxFWal5sp8WSGZOrAiB2rMmYBMP3Wuw/uOFLMaBAR9bXCbJjr13HLeg6bPlSQE8Pr6ym63E/ePIobqyzyRs8cNA1afWcNjai2smU/ZBJaaC9UnpypHbR1/zfVVm7ietJUVhEG4s3rJKbnpi9avrekiaxpRa9yUErvdju+//x7rRfYmLkm2R5bf08bdFFgyrOSOUiqVsw3LSdTwwrhafZec2mx62RjFCRpb5GTeDb3WxB2D7wiuihBEsnft/aFRcw26GimtUeXOCn6oPK2e4Fa9kuqcsWbIegzo4s61QN1gJBu2j+x1e3fvgLYYazRpr6v9CO3v1tesUU2ChwJgCkIYWygxb+aQjdbamTp0If3Tej+Uhq2HRcIoEq/+yjZTnLt77usakvRfFDgLt9vEbhx5eshtAiiVjJsj1yWJqbim+tkhjhYxYoYikbgXfnjoPCmt8k0V+6hXFVuspdqsrc1pmlQKaMcSr1wvF+lFF3n9xtZUut7fbbpck5v79Lk+wp/H47/9+tXE41uxq/9tag1gNNkppfFxt6lnQ7V1EU7TxDiKEFqitJlU/WIsZnU1TJkU6xSS2Ipsh9ad9cJUMiKYlpI4I8jYoBPlw1xtPBPBOUpa6IfAbuzonOhohc0ooQx/r/WLsdVSxayIs5UZ1drRNZpCy1yx13RaN7tB6951w+ZY5HVrOZLV18cUK+DZ5uTeCjDUUqD10Td9+Po1Lb1WdlZdUKnkprMlfIY17SylyPBDydoWTNxHj3f9zvV8aPUyFMgyEGGLw2pkF1eH9QAupZCNZcxoqRLJh5E5TTJQ4HrMWQ7Ot5xx1tD7ABhikRbRMosIhGAQTutmKev8u0mzyq835t6HejsVJ/8Nr68n5nnB+6rttRrDS9rxy/tFYoshl6g4kPnlb/gLr69Mp+spqtFIb1Q9hVuSdoetmJ9t4lxkouR2uzWWjJx0ZgW0NNonRD/KavStKF+KSc8Q1YEyoseUUiZGOcWtFedD752eOZWTWwjOiJZUUW8l78QkDIlADqm7pR5ya7pcATHWVNJ6J31VjA5dqMsh+rdu3Nr4cRrlqjBd7QELLqKoaxHOeUl6aBbkXrzPAlj//cUBlPp5OSf0AAVyFvsRpY1m5SfX7KCU0iaDzDtUvGVXdROqK4MpFa81ZCvrxeKgBMFK0kKxGXKiJIOj4CltbRtjuFyvZAvHtBd5o5sjR4jLRGct0ciUWQa8c/K809IONB8chURKUlo0cFLvR/13dZCoEfqer13IyXC7zky3md1ut1mT7zfiNmn+WVH8d7m+chO3nam1or6BsiUQVKrH5nSuaYWmurV2Tkk227JEGqUwZyoFMRFX8MKIxEnW1DAXQ1FCvraZ9RZKLV5yJqWi9qV1+mlFYa3zkDM+iKG2KHgo48oarDc467Sd5dZ2Us7i7KD1rvj2rmZmrt0XKS0kit87EWYsqPorBqTwAAAgAElEQVSmEjXbhoC8+bvWWtsNuUJe1BaMbjBba85tXaYHqZBctCbOIk6XFTDDFnJeFJ3WZ1iEz5yUmLRaZCswY6rS42ZudrueEe60sUXILB5cLuQcNStJmrXJYSJVRdGDRZKEmIWYM8+JPiSWlJlTYqE03oH3XsdM5bk5Y8l5xVCMAe9dG6SpWEeNvtshmioYIfPocHw4NhpwRffv98Lm36biEe+2jAVbnOAbijcYvm6PfzWwJSd+XUhaI26QOTmgG866frD21DRij8PI4XBkGEbt85rmANF+tqm5nmm1ht4HSQlzxmQBjiSSyM+XGtjS9zLzmzcD9DWIOOuEKOBE37jzQYEQsCrtao30J61zCkrJmxFWkgOnhuAY0asy2hvNSeZqtRJqiHa9f9uSA7H6lM0sE0mK80tEbDOqZq1bWTMayqoeKjhLHSbQgQydVKqHl5x24o4hs7tJJX8qzlF/Tqkntabfunn1uZqaist5w91chj5nuSzWyc8tAUwS8E42hcwkF/xqNqcbO6Ykh6g6RPR9x21JeONwRkYXrfFY78jz1EBUASwr9ztxm67NVrZuyNUn2rXo26bAcmHJwlfoQid6bVr/W+UstMC1qX9X3OLd9qxAojJGTCkKhv7t2/gr+8Q13NVYo3Wh0bS6lPbs7wp+uxZNWwCmMnlWNgtg5IRNqWBTUuqhxli79n+3qGL9uRSpq4xF0yhLyqndrxqNjRNqnjXQ+UDnxdmh82pVatZ0OeuCqPPJ1jmoOtNa9zbQQssM4+7ffwWh1jbVtkdYwbksRVTdCbKTMFou1JJBsLVNpEEiXdZDsJ19ld5ZoPr+1k1fN2ltJ8n5ppzkTVn0PnnMbKL8mgy0dWGotp9rJQVKHzVFRRY6KDDNN8yi2YsF4kwuGZ+FfGPtDe8du6Hncp2IqdAFg6jkWnGMbJWF2sAmAcScc3R94Hq7yX1rhJkVDOxUYmkbaat4YtXKKqZy9zPWhjYpdbfmkPdW18tms2jAqTfq/Sn3t19ft4kzCNF9e/JryvdnGClbkKX168wKVtXNaDTdjEtkGLwS2Q0gqYizRobye0GO6wauesKi+wQhiHqhd5YUZ0ln7XqwGGPwTkbiXN8Ruo7gA177yV2VEtKxQVujrLPgvPgnOY/IYtaa0rReqlAeLZTVdDpv3veXAKiUk8rASFaBqdFWUs6ssq9VqG1tFWsaXaQEkakh1w5VSMSS6hyDRnfJ/HJJojBR8t1rE1Nuc7d7K4insYY6WSZRvehEUl3QptX2klLrUZRlQVtNuX3oyIg4PSZR6HDaRfDeiVBhJySMw24glUQ3iQvlVI39fCX0aCQ0epBk6Rk3ex/rmKe5HaIxRtwGQ6iBJMbI9XoljAPFwFKSiNmbdaz0fakoi/j9B7b7tZYnFnTm62uvr0uniyKjRerBliJT0+zaO/t5qrDdwEDzE64MmXpzoaKU0lTPKjHjlFm1TYHqz/JeLESjkxQU1JYzSw1N0uihUyyVuRX6Trxxvep0bU5LeZtGzc6M2o8q2lrRZpzWvdC2iYRkzQzy6j5f07VSpFbXIYrV90fVKPX3KlJEJUUI6FTbR/cKIknrQVMT8fY+CiZpnqCEmGKkAxxLxhVVAJHKVA+b3NBzifyGUmyr73PRdlRSOZpC7TDL8taxP3NXx2u2pvJDxUBxDmcGZIAxApGYI7YkbJL55N0g/lY5ZWLO3OZEd0twXjA5442lBMvlchNAnNIiZwie4ALeCvd9UfH5mgk1cYoNAJhU17q3Fpww7fphaOvO1AztL9qIK0NrLadW3Ohrrq/0Yqrw+lqzbpJmgIrdUKPeepPM+pcRxLnWJ3WDx5SEjeUcOYtTX84zKVcBRkdOEJeFuEGnq7BMihMgImsxLTrza1u0qa8p50zwVuthifDeOzGa1mhXR+0wRjavEbuX6ntkaorKekApVN9AoZxVNkcJHgUxBjPUSSxJz5wLoi9FbuOa9fAia8/USMSt929bU0nabOXjZV1iqSTkVStQltfpMtMOF1UGMRW9NqJQUiOOMfXHyuIvmbJorV9BxyLIedGobExlxtXsoTTUPjdGkJYe1onMb5H7kFNsa6APPZaF0o9MfeTSRzp3q5WGRkin70l+r4gSyMOrm8fZtRcv55nMgfvQkfIkmYJ15LJgrUypif5bIriV+CM3ez3g7joAZd0PFe+oxuO1vKnlUfnKjfyVwFbTh9Ds5a5CAOrJvX70vg2i51CpE0e5RdZV6V/8kUTcQx5oLqs6Rta6dlkiOctg/jIvdF1P9tI+Os+TGGsrelmKaWIApQiXdhcGnJXf5by4FzhXh/U1khkd5Aed4NH6MWWWlLlNk0jNlPW9U0xDx3Ot863X96T1mg8yGNAyEUmldUvIpouajQCZLAMUet8ppelgVRpizvWwMes+p0iPEp0Z1ueSSsbWA6ZGfCPBuiqA1U2CsSSjAnI5N31ojNyTmCJRa1FjrKD+RokRCu6lLN0Hp3Y3de3kooMf1mGK0X7srBmfx/tMXhJdEJWW8TorNdZQ4sb8m3UtWutwbl2DbT0W4RlcLtdm09r1PfOygJHRSa8Kpg3rAbETqlF4g5V86TLt+dCe5f0eKC3l/4fRLu8pfDUaA194QW2Blfs3Ih2O3L5lS8mrgM+yRHEIUINrhw7Nt15VBYpkwzldvF0nTXkZIeza+GD1MqYos8eCsQXvkXQ61Kis0dHKhvBBvJZA+dmpcLlcuN1uLHPidHrjNq3m55XUUaNOjElrWYezlmpsPva99q8Du91O3ficIqBFhjuypMAWZMyxgVXaUtLFIJJCXvWmFKHPpQXrepAIGUKem4yDJmmXbRKrnCTdzVrLOsS9ckoLKeZmI1oj7rIsXKab3h9l65kaaA3G0ozrghcHDqd4RM65CTRgBHcQOwhR9fTGgnPYoSffMr13BFfoO0PfWy6L3POsVq3G1igsWcA0SVZWy5W6tqpGWx24qWy3qiMuVjADwzAQXCD4oOvifm1/aRO+/9AWCzJmvTf/UO70ex7un0sJ/hwJoUrJbG9gRajrJAkYSZeXKgZg2oN5/yvrApRoJil6/dlVwXB7is7zQl4WwtjjHQy9tJW64Fs/2DrZwNaKa4TTNGqaZ05vZ06nE8ssUzFvb28UTY2LqZpgmYIn5ch0jaoHtU2tTEvjj8ejaiCLGF+wjnFUpc0knr7Wy6JPBrEi1RReBvhl45akLS1buenaXspQclqtRb4AyuQktXhSsYRcpFe8xERcxAN4yUkkX5eF2zKzJOnfz0vitkwip6Mtl2LVLLxkcomqhSYuHI+HB/b7fQNBvZP5bav9+WLFlN35gHULLlsB33JU4g50vWfsHafZUiIsKVGIWNOpDrVr0sXbfnBdg3WiarfbtTS5ZoAV3MpZaurjw0ObMW501i+setmYuWVx6yYtX/i6Cib+mU32F1xfuYl598I2aYKmCvXVrdzStXyrkcA5oa/FGJsly9ZIvAb56vla2TQUQVVLkQZ+CMKmWoUGUhuIiCmKCIEBlllYPkUiQHCOPgT60NG1zStTNKYymBT8iCkxXW/86YdPzNOiA/tC7uhCR9T2zxKjGMClSEyyVdIi6hFRvYhSUfJJEYbU55dnxp9+YhgHxn6g857DvmcInsO4o+87Jiu1bvGSkXgjhIaK+mZjZRHXCSyNyramxKVoa0hS/NKekz69IoffNE0sSUzdllK4Xm9cL1eWJRKL6FW9nk6y2THEqO85RaYlEpckh4sXw/VBe/RxjhgTmaeZ188vfPPxG0LXYUxhtzuSEux3O6wXa1hjHM4HjHHkIi4gmYx1hq734srRWYJVOCwugJQw8zwTwk5SZL3eb+LaCZnnma7rZPVuANdtphlCEGZbiiTWYLDVVXm/Wd+z5lZwq3Zv/tHo9BcuxZbWYt1UYOUe8tqe/hX27/tehq6RTWMwrXYzzQNHby4rMlhK0oWXWhQX5QjLsmSWKEMPPjhVVJUJk6QkEO8lTer7QWRM1RO3snJyyiLJmhLX640ffviRuIi5V0EkekIIlKFnnmdJr5cFU6pOWCJGaZdlbcPMt5lJ52PFgM1xvl0pn5+FbBICwVuOhz3HceDjwxOPD0exjQkWEw3JWbIK1AlvWxhRGCs1MWBNanyErIDeFolNlUtNFsBKsYh5npmWyJISl9vE6Xzi7e0kGzknbtPMy+lNSB8YYixcbjemGEkI8mWMIXQDxho6axmGwPGw43jYkWLi9frGdLvx9PRECB3TVToIx8dHjscDwVvRoK6tPJzU1l5+dtcHfBAcBB0plcNI2krFOazzWoppnVwsyyJjpxJAAilFycq0y/E+rTbG0KlwhLC8rGxmjcZyO+tmXDexEE3eAbl3n98ORfzD0umfJRLy/y1Hqyjh9vOmIbvyQ1SHyaxk80qHC148l1bwQwkI1NNM6uBqJI2mlPVHpxRbi8E4SSlTKdiSmRfh03Z9j/XC5joe9oxj31pMOOE6F2SxPz9/5vX1jDECgnShp++H5u1UisilPj4+ttP95fWVy/XK5XLhfLpwu16Z5pumspGkGYNVaultmkhpETkg75huV67jyHSdud5u7Pcj+8PAfj/iiyUaTzFZ5qmdl/FOk5WAKi20rK0tEPYYtVMgyB41uymKEVwuFzGvmxfezmc+v7xwvlw5X85Mt4nbPHNbZq7TxJIhxUxMME2zjApilPLomKdFXCZDxzJfWaYLjm/Y73Z0Q0/Okefnz+QEfScihD99+sTxeODDhyd2Y6+AnG5U63Chw5tI6CLBO7WtSpSsxu5IKVMN86pdj3g1VW9j00qvnMudGR9wV3aN48jTh6c2h07dfLUs3A7E6Lr/GXe9MeV/DoJ9TSoNfzd5nvVV3W9g/dvU3K22b6T+6rrAfr8XadkY6brQdKdr60mI6kLzXJaIaG+lze+QVDHfpS2VRKG1h9IMi7Y6xnHk4figAngW7zzOr2OOKWXObyeu043gOtWh7ng4PjL0o0YB+b2xq6blEqn7XqLz5XLher1yPksdfb5e4XIhJYhJ3hda8+cIU5rwQ4/pBbl+fn7hcj7x3W9/QynSR92NexG2swLylRKpPezOdJomK1B0l9atNVjtChRtgUQtP+Z54XS58PnlmZfTmbfzmct0a4MCU1yIORGTbICUDYWEt6ZNdXXBsdsNdH1gUKyh6wKHw8Djw1EkgTGKKQiAmaIs9tfXZ263C33XY22h76rOt8W7jmIMIS0MfY930gaLqYoOSkA4Hg+cTmKNm1JqXPKUMlkP+HnjW1zaQac1utbI4zjy7bffKaClnYotGHW3C9//+30Etu++5uuv//UaW9A6Yy1y5xYQ2pRJvXmXy7XVLWt7aCbnpA8gNOaMMRXdNq1RjwGronW1BlyyNJoNhuAdh+OOcRzagdMPI1ZR6ELh7XTi86fPPD49qmh8z253IHRe6jMtHWoqVv8tEX21Ud2NO3a7HcfjA9M8c76cuV0npmlhWWZu14niLck7ljRj7erjZFT3+Xa+cDwMXC5XSoahH2UUz0pbx1qHLZ4lmVbKCNftvjuwHVdMqjSak9SR1+uV0+nE2/nM6XQWQ7vpxpKi1MBGLUdzEsRc52p7L2qgY9/T+cDheKQfOsah1wxH5JZ8J4Z2zgVB4at/cBHZ4uv1KgovSqk9nc/89PyJ42HHh4ejZHLGY5DDdhh6vJ8oeZbXYwxdL8SQaZpby3Lt98g9qNFXsr/YQK4tENu01dRAoBoPtOtdGJXMs1KGlXUni/5uzf+a1999E29Bgu3HtllFPd1yEYH3jx8/atsmruZZpWpuremR6CFVVYy1r5uSCMPHqHO4zpHjovdPZ6dKETDMOYbgCc7inSFYS+99w+Sutyu364394SCien1P1w/iFKhUShE110H7d7VRHWggiXTuOIqTYjdLZDr7M0s/kRbL0kGJibgE5hhIRReR9reNEwLIssySet+ulJRwu71ozaaI85UlJzPW68idb4dMjUy1vVIdIVOM3K43yRguZ6bp1nrBrpZAxuIs+GFoCKxzXhwLQ2A3jAyhI7jA/rCTgfsx0HUB61fJI+k0CHBlZcpE+M5ODtataEDnLa+XkyhQjiODD+q4Yej7nr4fCf5CSVOrY511vL6e1N1D7IO8d+rSyB3CvCyid55S4ng8tjUn+l8D1opH1378sKqW1E50XdulrmX5D5kXloksq8KCLQP9FUXy4FeaYqrXnyvO32/kCq6sp56ktRbo+8B3333L99//gYUs0a5UX4EC6MlvpSeYc1hT9iKp7zQv6tejKhFpox5RitS6OdH3PeMQ6IOofnTB0/Udzjuc8aSYma4TPni60Em/2Tu8FcH1anAkzyU3ME8iXtLRSkWBk/jZWpQy6gKmA5sys7fExZFDB0mBpUVIE0mBL+MEifbWskw3vO1kQeVCihHnvByECYoqSxqX0Vd616OUDbKmjsuySCslReZlkj/zTVotRQ4iZ6D3omyZMK2G7/pOQB9n2fUju/0Ob0WRpdPo5bzYtjR3jjphJC+s9feNEaG70FVnC9GJtsHhguU2ddyuN8bHDoMTQFJLFh8CCZGyrbzxkpbG1jJWOPJWhxyqhluZkTS8ZMpc6KNsWuus/FzvORwP0vYbeqxTsNXq5F7VkLtLm+W9CC4raxY9WCvAWNHd2hb9B7aYNiyhv6BhvSLLmwPsHZzvnOPxUfqH0zS3hnvWmddKUay9v3pirkZbstVrq8cgMqUJnVvOSQj/y4zZDezHgaeHI/v9QNd5uhAUSDONQLIbx9a/rrTNtMzkUhpCnbPUtKh4mvB7Izpo1lB7g4wz4mWIvXOOZemYbjdmbiSbMM5jXMTFuDrKq5BfyYm0AL3MP5ucKDmRo6bOVeRr8yxqBC5FRN9oT6EoMjspEUWxgiKTXpL5wGgFtY+aAVXKqnWSyg59rxI3somdStBWYo13rnk3l1KUrKMKJPUwAZm1NaaKcFNN38aup8QFA0xM+rvVCmYOjOOoLhJigles2PiE0DGMA1JexYZzTLdpBUHlLtS42twRd7sd+/2ey+XCYX9gGIfWOambc13va51bRx+r0kcp4uts8Ws6r7+1MuBa5P4br79LOn3HzGoU01VIbDPz9LOrioqH4KWGCmbzvUqA0wW21ZKqwERKaXPS13E0hCao0z/JCPPJUjjsBo6HHZ13eOvb5oW1HqpG5vXBlZiI6LBAhKgbw2IpKnCfk/ZjEXNseS20U9tau1IWCw2dr2le3QCL9ppTiogtZhZwKXYkm4gspCi1d5P9Ye3By30Q1pUsfg8lkZIg+ssiaHhKC3GR/nAFDq1qbpmShFyRZdEJEF43qNfMwku0rUVFyZQk88nZGGxO4Ky0iEqRda9i+9XmFkXUc8lqqiZc6M4H2O0kxik+YJ0h2I5xN7KbI10IIsdU9ODTSabeyUauMrUxCv7gQ1iBTtYMpfleqwabtZZ+6LC24LxpB1zR0qwSlt6vfZnw2zRX77gR+j6Q0dY/R9v8S6+/gz/xlgW01r7WKh8XeW9ibbp58/KEWmR/enridruQ8kIIhnku2+BypwmcS6YLnTyIRaVtUx1GaPJQMjSRLcXKSJkPhv2xZxi7BqZR1rJgUEM1WEEQA9isi7AY4jI1BpR8M9JDzDKdtMTIbblK+ynp0EEuxCiD7jFOpGUWJpVmGXZDIBCgqrJ6hISfkN63dyIZlNVALHgdNNBWjLC2XPNzMraqpbSeHcUkMpJexhSJcVHPJGmLpCQG7KUg7R20hWesWpYaEpBjZLleOU8iL+uMbUKEwXqcha4TrytvDUYpsK6KJWjrMFsRPSgpIxaERsc65dcG73V6TDyDh2HPYUxq+q6jjjmLEkiUjTv0g0bqrIYEsjZTXDEDub9rRlnvlQ9BsheT8cFqCVVLE/k523W5TijpobTS/OtKvyOQ1HT6azbyrxyJ68lTVgkZU7R+uieMbyNx2TSTrbOM48C//I9/4XR+5TZd6fuBUmamaQGKKmnIMp/nWW5U8KSciFFMsxb1BjaoEwRQZYOcEVPw4AND6Oh9oOvEVbHqhtWbvQWrKktMyh2xNyk5sRT1SC5eBOvjwjJnbtPC6Xrj7XrlNs9cFikLjI5uxpxIcSHNV+J0o+TCbhwYul76xCEIX9s5qW1NEaE1jRiDD0ILLcL4MqbHWa8bOEjryUuEcs5rippJCcm7jaHgKFhSQYUEHcsSuV5uTLMARVhJna3svOZQcZtnri9vTPPMEhfmlAT4cgFnHH2njhklY03h6XhgcJb9fkc/eGzw7IZBnTSkxq4ywEr6BpMVP4HdMEiZVJIqhkpGsxv2PO4P9H2A8/Wu/pdpuIXOdlIfm8Qw9Fxvt7tMiM1GqqXZEsV8LaXE8XCQNZd+Prb4voq8D052RajbynKshQSCttt/UDp9P41RVmi9QTxFZ3V/+ZQxd5W9gFE+SC82hJ79HnJ6Y1miSuIK0OKMjNeVykcuUKwl5rqoXVsLgHoeFbyD3hl2fc/D4UjoAn0IIoSngw9dENM0EACtornWyKRvnfopRlotyxIp8cY8JT6/vvH55cTpdOVym+gPR4bHI8N4YLffcTzslWa6kJaZy/nM6eWZt+dPnN7eeP38ivdWfKB2O4ZRzN6EyCIpXJwjqYvKZhOfYsXCZUM4i/EeFwLW+ibZIwtqa5u6TqLJIRi5TbOCg7kh/t56UMWQy/XK69uJ59c3bjER+hHnAiZ4+mFH1+/JpfDNd9/inePl5TNvP/3IvERulxOmJB4e9nx8euB4OHA4HGTAwPeCHlMwuZCJRDLF6KKviiC6eY21eBM4joZvnz4wjr3enxVmqsFCnDICIYjIgViZRspmqqtelc9srZEW2dhLbV1WRc76dfI3P/ve1e2hjh7WfVL3jYyEZlNbk+9aV3/F9att4hp9zdoQ0xTIvPtavtwq2wBdzjmmaWI37jjsD6RFUNLO+dYeyFmG+fu+J4ROF7g43rXFWuTu1brFWkPfeYZgGCzsup6xHxm6AWsFgnLOM4xDS/dzylqTVjcExCy7yFB8zDNLylzPF17fTnx+vvCn5xemYtk/PPHwm99yOD6A87w8P7OcrsxKvQzBy0ywdVjvefzwgcNuz+vzC28vz1yvNw7TQlwiS98xDiPBezIzS4xMc6QPkU4PtVpLG+dxrsNpr9RaYSqJGEIG73C2Y4lJamUVtC8YpmVZbU6cbymvdbKBz+cT//X9D9zmha4f+Ph4xIROTOtKIrnAlOF6mxmvC95G8D27Dx8lFTWF0+mFy+cXPj2/8OF44NuPH/nm4zfs98JPtkYFB1CevKtRyrZNIG0ph3cB0zmeDk8c9juKlXraFBleKSURTGjRdRwHmqdxAw3XiaaKr9QF2XWBw3GvLUXlmm+uuh7X/17ZbxLUVtHE9WiRPVBVQX+2P/7K61dMp2vfrL6q+rG//sXVeve7777DWsvnn36S9lPXSe0WE8JaksgJMM8TU0osyyxDERUtRE9BIxtUpqMkHdsfjjzsj+K1ZFPbCLKABBlNWcb0SkpaWBeMERQ8qe3M6/nKp+dXfv9f33NZEruPv+Fh/0A2ln//44/c/uOPnM4X5mnC1eF4kwmdZewsvbMchx0fD0f6buDDB0cfOl5fX7hNE847oZgWgxkHUMG86xQJ3cKQM0GBPuu8ztB6GRyom7gUssna7XCQDUY3qHGVnlmY56VZrHgfWhRZUuL57cynlxcwnv3DnmHccUuFt5cTn89vnK8TS3bkbIgp8v/8239w3I103rEfOj5+/ID1O7q9I5Bgnng53bicfs/ldOY3v/mOpw+PzRs4Z0jJSEtQDyjrrGqZVekig+88u0PPw35sfsrZoqiwYCOmyETSluCxHXetdWltvxVkjR0f9uz3O5qQRNlG4DrQsK7d9xNL8n0V/xFgVtal0F/XDf+P2sTvioGKHJcK8GxD8l94SWohaoaPT49czmdkNrjTmwy3MnMrk379ypVd55IL1c6z8ocxRmZZrcWQ6ELg6eGR3X4UFlHtbCjwk23R0b3NQ0mCDqc6SFAM5/OVP/7wmX//zz+Si+Xj7/4J2+/5/HLiTz994vvvf2JS9cUUI7kYnA9gEt4jBA1r8Fj+6eMT//TxI/vDyOHhkS4EXt9eWOaFkjLOeJz1WCfA4IJMDE1xYdjcC2t18se6JuBnEJCsZAGWclzwXcBNggXMSI99iUvLhqpP1bIknk9vvF4nhuGAtR3FOk7TxB9/+sTz64v0XU1gzoZkjFinpMTlfCZ4R+8cn59f2Y09u2GQrsD+A+6YmK9vfP/5E7f5xpIWPn54xFlPxopIQBGMK+la6pS40uR0LXRj4OG4Y+8D0ySTVrVNtcQF348yRRVzM5/fCu9bfb9y/+Rjh+Oe3/3uO0LwK33355vgFzbxuklLRXQxayb6KyDT8LXp9Lv/WuPu5l29f+H6lV/uKZf2x6k3U/Cew2FPWmbqaFplYjWVjVIaV1pgtYplmpbeV8E1IYsYDg8Hjg/HNpssKPDa2ysJag9PO2NyYubMkmTw/Hpd+OHHZ/7zD39iwXM4HpmmyB9+/+88v75xuU3crjedFEoKCIs2x7/8n//K7Xql63r+/T/+g1IK4TxD+sT45vnmuGM/9jw+PjJPYrw+zwveLYTgMN6Sk2yWtnA0UlRRP1cdJ1QP22BJCYyzLGkjNePuxy2tDnTknJlj5O3tzOl2pRsOWNORE5yuVz5dz7yeLxQcPnQM/Y54XRjGQdDqecJ4xzLfmJJEv7gsnC9X3s4dz0PguJdevXHwNt2I//UHCvD48ARWJoWMHMVYZ5uCZ1t/GsWGvuO///Z3fHx64OV6I1EwKYJ1LCkS0sJuPJKTdAYKMA4jFJjmScUQ5YfKeoDHx8fWobirs83P1+8973qbXq9/5MOZatVj4J029992fZ3G1p/55ab9f61H9cQxW6Dhy99cjc0wol74+PSw5CQAACAASURBVOGBb775yPV8JsaM857QBby3QnfUdEkObKt1FHrTbUsIvLNYI7XjfrfjeDhw3MvpbI3B24JJrN+fEsZkHVCXKC+tzcISE8u0cDrd+OGHz8TsoO/48fWVTz8+83a50vUDu6En6eyw9SJve75eiaXwpx+/h5TY7w4cdiMxZfYPT3z3u2+4ff6Rz88vpLjjuBsZhoHduJOBD231UO+invJV70rerqRtzjqZbDLVR9liSZgi8jiYVWI4oyAhBacZyzRNnM9XpnnBhY6ULdO0EJcFf9jzP/7pn7D/+Z9crzeC77jcrryd3shvb5SysB9GKYHULG13ODD2Pee3F95OJ06Xwusp8LAf+HAc2XU9S0x8/+NnfBjox1F60lkkiUKVZMoia2tZCRveOb55euDD8cj//NMPpKxCf1kylBgT18tVEH/rsE7tS+3cNMTlT6ELgcNuLy0x56hqILUlVNfzNvOTtbuth0275zWgrK29olkCP4e2/4brKyPxu1SglHvjL1hPG2hQ/p+72uYzAkJ1XSDHJEMHfUcuC6HzhMXfCeoJ9TAJTTElxF5JNnS76ULPZbff8fh4YL8bGcZBCAo6aG+cwWZFFK0wvUTx0ohwXVF9q5w5Xy781/d/4rJkbkvmx5dPXE5nLucr1hr+6be/5embb/j97/+Lz8/PuCD34XK7EKcbL+kTx92IsYXDfiTFyG9/8y3/8q//Sj5/x//893/j9eUz8/XG0+MHPn584GiNiqgLh9wakeSt52HW94+K2XvXUZSeWW+8sz1kS3YLy1x0AksZZ7mytHT4oxS6Dz3u7cSPLy9c55k0wbcfvuVf/q//G/9w4Dov/Ofvf08IHX0RvewYF0H6vaPvO5nkmq58+PCRw2GPs4bnz89cL2/cLhfS7QbzRN73PI47pmnhdL7h+5GgogwqGtwWftMPU9Q9WMN+HHnYDfTeE3WAojLmqoZ0zey60BFT5HI9K5PLqESS5ePHJ7777lueHp+azO37df9L7MS6iev6FCDNcvdjCs2b6WtmieFXTadpRA65z+Xu43ff106pn19VFdFrqrzERehzw8DtJmofXd+1n1GF1JdlaawkY40COArp24K1hdA5DgeRvhkGaYtU8/Cqf4zW894HklnEL6hkRNR9QeZWb1wvr9xi4pYMnz6/cJlupJQZuo7Hx0ceD0eeDkfid98xzzcKkSVHHncjVy8yO/tdxyBiEZgu8H/883/j8eGBFDy/++eF0+HAyw/f8+OnnzhfTvz3f/5vPD4c2mSUNbpAbK2t1tPSGiOyQs4jLKu17ScuDEqkqAwcUME4MVSHwm634+1VJrie394wbmS/+8DhwweO+yOuG/jtx2/54+9/T8wzzhu++/jINEe8981xwxjPfhz48PTE0A8s1yspRnprySzEZeJ0vhLnBYrl6eHI6XZlvxzomsDDvecx27drwBnD2PV8OD6w6wNTSmQrm7jW0sYUhk7GI4eu4+3tDWcA50UppPN8+PDIP//zP/Pb3/6Wru/aJpaBjb/u2tKJpQbXp7PFfjdf97deX2dt2ogRf/5q3d+/AIFb+5ZruhFj5Hg88vHjR56fn8kp6QZ0gqLqHfHer4qSuWYEkm5XIr4QOgTZHIdBXB6CFQUJHCVBsXIgLPMiDzgjPzcl5mnSoYvM/nDgGAN/+PxHUpx52A10YaDrOvphwJJJ88RxN/J0OHC5vREyjN7zeNyrxanFAbEknh4eOXaB6XxiupzxPvDb3/03HHB+eWGeL/zw448Mg+e7bz8SOjX4XhbF7Yyk/lXhwqAjjJVIUfEDQ0bS6eA9k6bTVocW9oejtFMQd8EfP31iGEeenOXp43d435O58cc//Bth2GFj5JvHI6+3i6Snj0fiIvewigpSDN99+x0PhyM5RR72ex53O3JcuF1OnM6vpGXCGPm+tCSCD8yTWJuWInNDqYjel5iSa9mwIXY4Z3k4HDmOe64xkYslI6QaKPSdZ78b+P+Ye7MuOZIcbe+BmfkSEZnJtXqZ/s430kh3utGl/v+9jvQXdM5sXVMLycyMCHc3M+gCMHePJKu6usmZHp9hk5UZiy8GA/DixYs+CqEs9AEe7k6crxMxCuM48rv33/EPf/wjr1+/ZlkmUB8i3tbub3Sa+76CfaPPjW3oHgj724+vH+Pixy8ZaDv11ab8v24K4Diy6siCqsvVqnnmlKxbBnzeEtqqC7ZLU4njgJSMLrnN4vJ+V+hiYOitTS6I0MXEcTgw9r0PGW8LwuqnKUam62TMnKrUXKlZuV4W5ryA2mAxrZW748g4Djw8PNCPJ8vZveUtRMu93r6+p5ChGq+7H0ZSiDydL1DU0OW+o+aZRTPB677LPPHu3Tse7u94evxARwUJpD45eFQoIVBKXUtLTSdZfNs3BHanswxr7hzCds+7riP1HSxiUzX6njwv/NP/9k+Mw4Hn60RIcY187ANgHEb+9//1H5lKIXXJqK0qPD+fyRiKLiqcxiOxC+SSOXU20GyZr6SgHIaeZXkmSOXQ9xy90WBZMtM8M4wDAbvu4Cw2oZXqGpgJIUUeXt3z9s1rnvLMtLTWAxNOPIw9fReQvJBnExTIailI13U83N9x5w0cRgwS6pLphnG34jdasXgZUmiyxFu9SauuAv6fRawv6spfe3wTI97vMS/JHUZH3N5xY9Z7elor77QPFOFyOaPF5HVSdPJ+VS7Xy1qGul5nQq1r21wXo01pUKjVCvd933M6HEzFMiZO44njYaDzHR11ZpmjtX3fE0O0zqKlsbVsQQiJ6zwxL1amevf2gX4YuH94TTccveXNKIoNt8glE6KPMRMh9T1JEu9eF/rYc5kmJLrn9Dw+CGjBJFKp1PpHyNmkewbTrQohIKl35UcX9fO2xSA7dH53bBrYVi4T7LtiNBrqOqNXAn0/8P79e7pu4C6XlfSy5GzPywXsit5TgRrjOrDtcr0gKaK5Ml1navFGjjzRp0AaevIQeTgd6FNgyRfycuXQGzMtibUC9n1vbZjJCDGd01BpGBFeTSBaM0EK9F3k/ngHl8nUL6u1r45DImAzlmOKvH7zGnl6RlXox44//P73nA5HtBTKkgmIjRHq2Uqnu8W+RvSq2wibdZRN3bx4WwifQUhfb8Dw1Ua89YWuxsvn9LFfFAb40n+L7au5GuhwnSYu5zPzPNGlRF5mtFTGfuBSrsQQWOqm4Dj01gjRuoIapTOFQCRw6Afu7488PNzRJWsuoJon61yORdSaH1KIJAksS/I2R0il0B9OVCrTkjleJ/p+5OHVa1tcIflIFivwT/PEdbKFlH1BLctEkURKPUqgC8o49AhbiUIEQmcN8iIJakLrQtCBEEFr9sF0gY7ok/46+24xrnWQJjmzobptgmXr6gLbdFJMHI8HG98SYKllG/AuFn73MaGumY0qMVkbpt1/yHkmF+OT5+vZkPx5XjvODn0iiTAMI0M/ksuMlkKgInQEuefgLDPUcvSu75Eu0vfJVTHNu1cAlxkyOaYCQTjdn3j96oGP5ytLqTCp1eKxmdODwJgiEbgbEk9XeHN/4t3vvuMf/vQPpr/ltekgQCloySDB0scg+0V7g0ivCiL/xcd/Wisi/HIevLYp/kIIXkrlcj5TiwnGX64XJzt4x0wpHLqB+TJxiB19Lzwu1kDQhzat0NrjALRUuph86mHkMCTrqgpqqLQamytKWIE5YmA4jMQuMS8mCB/HgYZc55y5zFfuFhv1MfRpXVAiaiNeRIhDMPmc6mGf4tu6WOucBELoELEupTa+tMnf1CVbGWUFVqw2bLOSDZyKHg7b0LDOWxK3eUkSWr/rtt3mnCnzglRrKBlST4qJxWWNWpRVSuE8P4N6w4Gjwanr6DwFisEmUGgXmJeZGAbuD1YuqgWXDXKqY/FNNi6MSSg1uNCFMA4Dd8cjfWrgmp9xCqQukjqnj65ltUKudVNCBYZh5HA8GodAjWddQ+A4jjycDhy0EqkkFU5doKPSHUYOfWesPLb0dwVPc6YNlm+up2prNd0M+CWnuhl1G1z+n3X8p8rzrKieyCoFsz+Cl3YMTXUAJpgyw7I0BpblLNLmvypM14mxH+hEGMeefhw4TIEP18s6J6mLnakTAjF1lv9i+XGfguetWA25733ECA4IbeWLKMKYLHyLKXkuX1hqJS7B1Ti9O6vuNybvycU6eMRR92bDyUdjurSbsbq8ycLkYn3jEJPg7YceCQlV28xsVq+F0F1wHa+YiGLfikZEE+pqErSJh6sH3jZZq5sawHboenL0Vr4pm+yuWrmt5rIKNLQGhBgi/WGwiYXeY9wokYfe2gy1Wq085xkNPtzcqwAClv5I5DCY/NHQDT6xw1Ijw94sx2hgUG3N9wqLBMs91FISa15xRRPs+g59z7HrGLUiOfPq7o7T8UjXfaQbe3um82QytCpozcS+J/UJDeKNCngYvzkffeGN93Xiv1SG+lbHt+0nZvPAdmw7lWrZZhH5r3NZVsaUinUYNaS1lML1aooTMfaMw8DrNzM//fgDSuFyeSYEOB46Xg2JU47058TTNaMa1gb71BnQ1ImdXR+TodXBDDQ1j6ZKDebVxOcPo2p1YjE52ti1+mmgKwXREc3Vuqv8euNuYHg7ogSKlrVnVtXGZGYfWF0qXKarN+dbb3BR62kdut4/yvLUYeytDBTWFcXgubzxyH2xSaCR729ACzVArsESIkKSYBNTVGy0ioeEmcAcAikWSi6UxTjkeTEtrlpNb6g7d6TeeM0xBlPc8Nqr+iZNKa5CUleSkLb5zSIMq8CeySRZ26Bdn0RLa1rFwvqFrXSkAYJ415CaoELfm37ZinlUm7LRpUhfIaiNu1VRuiFxfDgRY+/NgSZOX2shdd0aEWzHhiaLExs85qHxq90P28bpYKSCE0++bMB/9waI9QReoOi2Y5Z15zTPau6odXlUr1uKGBhgHpfdwsXXauDd+/cAXC4TeZoJtdAfeh7ePHAsC/E8wX88shRrYKjVbnAKrgYCNvWwSx4WWopTi+lSR22lhN0NdZAMwlq7rm0mUq1WcilQc6HmQq6LtTPuvUZtwn7WXFBKG4puIbOqmPSrFm/djKQQ6YaBYRy5v7u3xg21rpq+T0gwEEXEeNcNIY0+9zCoyfGsC66BkMqqkiDtmXk5SgnmxYpRRPuU6JK1WZZUqH2lHzqOhyPPz8+cz2dymTk/fXJlXHt2MQViEkJIq3xtkLrbwK3Fse8P9P1I6jruH+5XTasYwtr4jzOmQkPYq3tutVTIJkdufd/iJcVD3zOmxOJrs++SdbBlw0pev37N3Lrghp4YkoNRbYqlSRdBv1uPbAvcgTUj0SqtEVRWAKttQvZi1RaZftl2/m5GvA8b9qSBLayoNzlDrXXNf0w9waib+/nC7fP6fkCPyvPT041czT/86U+8f/eex0+f+Pnf/x3KTH84cEpH7u8VLcKUrafYRqVkhq4zg0V8Tm1Y+5zXfHMvv9DQRmEt1diOa4dJwJpuVOx7TscjNVse//z0yPl8proaRq1KrcuKUtdi3Svgw7wQ6zRKib47MBxH+q4zKdp+WFsBBbF6thizCIqPHzWgqeWqMXit2Fyuebq2oMyNWa3b9clWBy3GiEphmzcFNk6271ozQZO3VY4P945VZJ7Pz8zL5BuUdUCV6kYgG0YegtggtWEw6d6HV6YrHW0CYWtKaLI46gu74QuNy+7T5NaNeI18fC3FGDmMPXfHkXlZKLVwHCNDF+mDMIbAMA58/9PPkAw8C66C2YBVI/cUas2rAMVLeHk1SE+7VMScES2v3lKofU+9fOHfX8P3+GpP/Hn8v0v0sZz2ZdK/vrba7VJp7WCy3rAYI1pNB9m0mu9X8bW8zFzPF8sfr5aTPpxeMQjUuXJh4OfHM09Pj0RVJKohsCHaNAJp9dPdnVsL8h7ueDi7/do9yq6EFkLCZ7et2tj9OJKXhfP5GVVlmWbmeUKBLTBzIwuBmDpSPxK6nui5bwv5YzR1SRRDcIOYYJwIpXrO7vKstuELQQzgQioqxdUvfFPFh8yZwM8aJbXSliLrVMJ1cRWlxg2IrChFIZZCdxpRVU75DbnMHlUYBdaev3unEI2fDqRoEkQx2WZhs5YSbcC65dQ7qqMaBmG96qYSqdLGoBuQ3LqtWpIdom14Yx8ZOgEq42EgeXSUDh2VwnnJHN++8ZD5NpqU2CaSWE6utVF425rYwucb/R1ZtxWaB97byf5YhwK2Nfc3Ht8W2JJdqUnkN8nrVsXlajaec/Pa4+HAvXuu1rA9zTMff/6JUgpv3r7jw0/CkrOhz3nmd2/eMKUTs37PdL14ImJjTYJu4U5IRsZ4KeVio0KCd/Y0PNivy8O64DsuwVUiEEKp9MPBHngu3N3P7WKYpmktPbTpC437W2MwSZ2YvE82GvAWjV1mxqmIVmpZWIqJo8fkhhsc6fZw2GY9tU1GDW2zB2PovhftAyZMD/ioGr/Odv2NLBLb5Ax/n9mE9SKrTU+0OWSHW1RWd617nqWIVoLA2G8sskBcDbiNpF1RfD+nAqb0Ia2UqM7Cap+/pWiqShctv567i42HGQeGoeN4GBGtdF3kvCyMhzvGw9E2dvXoBovOus4Q8uA4Q/U0rwnC721OBL+eXcrS8hS+bJz70Prvytj6y4c4cms0vmbV++S+AVnirWAxJNu9U6BKXsPJ2kaBVuX1qzd07xLPj0+cL09c5gu40NzbN6/5uJjXi8F1ttRYNY2ZFT10NIp1Jck2IaFNW0A2ooS9Nq4hnTXT2zlXhKBCitaAbrt2JfW9bRgo4/Hg+ly6TiIIIZBV0YaEO9tKXJzdQn1fmLUi1eCTvZEJtilU1XWDsW/0TTG0BgEPEaVtOdbcJ75o7TQLTTFDmrC3Gv96CFbKqtVR+VpJ/lpVXSdt2PO03Jy95xFnMDsqHT1NsXNrlYB9dKSso1HVNl+w+9FYdKEaELlGDc6XByX1gcNhYJ56zs9PQCTFwN3dkT51zNcrhMDDw5HoksNtMwxiDMHURPzU7qcJPfq5ia7NGOvXruegKwYUVPlK+/xNx3/BGJfNm2nLEXRr1WoPrj1wk4QBkY6yLOTRhM0fHu7o+56yFC6XM58eP/H4/MiimculcjlfON7dmUjbMtOpksRyswaMpBDNO2E3udSCFCX7jag1rGWMlnO1XGZVkJRADJ054QYi+SKnGrIpAULoPP+shGihrKxYgeH2QTDgBvdErhDZkG5Urewk0OiF4kSSpn/dyjRgje3q/lVp97h5PBOHhYpUdQAxojXbJrECU248OIAtbtCOISRRLGgI6yY3+PcBUE0NRcGjA4sGxKdlWDfSNrisqkktbR1J5vnaYLyKSeYqG06091xtq11TOrHNNAYjynQxEhWXA4T7+3t+LoUQR7ruwCxbL7alJ2GVJYJd3tsUWTCvX3YetjlebbBD+/lvtOC/awPErx0vc4CXINgv/bHFbZ4kdZG7uzs+fPiw5sMm3VKYpoHD8cCbN2+ZPnxiyYXxcCAvM/PzExGT26mqrqYIXRKi1zeaQkdyeqT1C+v2sGQL1cxTuixMGzsiuBfxTqG2JWs2GatkC9J27EpeFgiB5GGqzTRqoeeGB4g0Pq557di8t7+mscHEF00bIWpe2pQura4Z1nspARoojYh5MAfDyvqEPn8Wtd0Dv5JW6yaYcEDnDQ7Fz69VICjFQ/PgObgh/xKsp1t88zHv2jwuK9ruXeDrxtA2PXsH62TMtq5WQQRPJWxjEzqJRBGESgxmoF3XkWJHDZG1GLHK0Frakbxk1z4fuAE+V9qNOJillpLIeoJ+R2U7xxsA+Bsf/2UD1V5C6Z97YffS1RT8Q5AVsNnmMRmY33U99/f3jF3HoMKP2bxpdziQpxlqRqQQKVSUMUVyLfR9cC/Cbaqi6oQD91w3YSie08m661ctSDWiSmqLUAQNJowm3n4XFEJQYnV8YL1m717CQab2+W7gok3nyUUVxLxoe00L69Z8UARCpGAD29V1qKqaIqjiUjYBu04naijtex1o2z2XCkSJRn4QN2K/GSpWj+1iZx4pVI9IwopntCYLE6izOrqpVFp6U9wQm6qKqqLFwv02x6h6ROSPYHtkLaJpa6IqWqz+3Eyk7zrC4cB8OSNUxpAYQmckIDHsQM21su5y2JcknxSxXyS1sm7wqrIzZIwboLeRTFvT2yl/bsDfyp6/eYmp6U23wWYvQ4pf8sC3L2rvMWbQ8Xg0z1B1mygRIHY2RuR4OOBfSjc4XKxKFJM5jWK6yauqQ1u4LVwWcXUHjwRoIjqsHVGqSoqWl1ZVQqlIiFQRYutdDkIXTEmjiaMZZ7oSYu/n3bwtSDaEunPvq04BpYVlap4yhoAGBcfGLaQsawlm1Wz2Z6Kr12w3y17TemItZ/NSSBCXu2X7o+ubaOBR2+ACioY2LcM2I4tOfFSMVEOzHSlTtXGpWlqa4YQan0fUZHFqVUrNK4ZCQ7Z3S2O/Stq/dzjwuikFMT64JtMP62Li7nDHkAY6MQJNKYayEwxcU9kGjLf7uKaCNxHlVrHYLWqvsNyu45cMri8d38Izf2UDhP2vsOUjn80d3x17g/2S8baFYtKwttAEU68wYXNb9OL5qqJ0XeR0f8f8/Gx5oBMFYjRPrtVy0dRF025uqKsC1WYDd1HQGH1ixNZgGfBoQFqWess4o+VzNK40mBSOdfOoVgKt+d4piP46+2ylsZLs+1Y2LkoxTrcDOiXsQzr73uqi2rqT520M3+bNJbSNT8hqtU98mmEJ0ehiZtluxDswxm4IIfkm5dxuIYFGiuI4gYWs/hDtklbFEIgdlhdj3WISlCbkL7jCZJtw0Ugofq3BPV3FNyEPlRUboxM9ikaNWGQpq/UWZ4WxHzj0PW9fv2EYBqIEhm4gR2Wu5hiQPcAWsZlV7MCstjbtcbV1AhbZGCnLgDF7RreqHiGYYN/tOt9b0a3X/muPrw+n7Xn8xVPYl3K+6H1vP9Jfa0PEV7NyNyXB6o2EgHQ9eeioc2KpmSFFog+zHgZj28QYuDueGMfR2uj841Yx+BAN7DERLQuLaaqH4v/f1B22iYA04XUxwKnUBap9nzlmQ5pj6Cy8rdlb1axsEmJCKL6g7WGWWr2N0sEWBGuS2OrrNhTNGwrcGIxnvT2IlepaI9EFyqXlncEYVaXJ+eCLuH0vugFXHsc2iZmwrjdjhLXWQ9aIVJoDtzA8QiJRxWV/sfrqKpZet1ZV2XUntTwmEFBJWB1BrNKwPg+P/uqOi+BgYJcSc6kcxwMPdyfujneELplONaxdbrkW0+MW70luNff1WlrEtoX0azTElhfvKy/tTjQSUyn2jj03QZVtfd2s+r/++Op+4j2Suz50P1bEkNufvfzvtVB/874m+uZpn3sT1EodEsW4zKXQ9z3ZB2SF2K+83aHvaBS/4dCvwgI3uL+ue8MqaYbqNoamvVz89x5lSvS8VIt5gFLA2w9zXkxaNrjsj7OoQkiot+pJVUdv/dqKETEc4fksXzIsLTjjq8VA9gttuXKIq3DcBga591+BpIiG5POF/Hk0z+BCja2WjefvugI/lkeGmm3Rq8/63Sz4ZrMGZ1vRgnLfJFY6orQ3WV4MNgitkRn3IostwmgpGLdR3/qRtVUBoB8GhpS4Ox29/i9rpCbFXKqV5ZoovHGsTc5pp4u1E37X9X9sHexS6ZvjJbmp3dNaBXFMoY33VeUzO/lrjq/OiVekMAQPcl6GIL/czbHlxM1QlL0KhdU2PQ909pFIixwFoiAp0bkY2/Vy5eF05HA4kuIHU5og00TQBHXxeA/VQhsY3S6I1cD3UfN+vbVczc5fEc+lhDa0OiAhYYOlvQFAK7WKc2ytThxbyumetLpH0eploHW7NyK97M7qppQhNlkvORi4N0rZ/Z9dggFfUpSpZmpum4a+uM7WF1sR9a6k5n+0YQLu2QNoyO5ZDLVv7LAW+gJr/VR8V15vp+Ao9tayp1SbIFm26214xYpF7cL+Fbn2/SGFSKnFWHpdRxp6m9ksFvRLitSyIK7K1sqKLdS3AeYKIYMkwK75M4MTWTncn9nFCyM2g/UczlOIl87rbz2+Ujze/vI9er2Zf2lXufHGskISHpdvu95tkN4eXSPrY3lSFEI30HUTlBkUjocDp8ORZc6otzhGDYRtva4GsK9XFpzV5d6iPYCAWJvhWuE3skHj+W6+RkDipnOlWAsbTtR3yEylfb7NUW7zpRA3ELGcvflRmz+8GBizmxGsjhi3hoHojC+jIgaiiwO0tDuQrBGBSiTSx45lKe4tdXUt63OsFZE2j9XD5taIT0GqPTOtWHJqgapdu3c42edYOBpiYq0b0zaibcNX720u2AYZpFLVrrGS2WrsTUhDXeGzslTrg27Mvlqr6Z31/dqyCU10IZBLsWA9Amre1+61DZXzeT12fm051y0dxJ/NLpi4cV57UKsZbGv6aU6qve92nf/1x1dPgGi7iWrzkLdI3N4b3xTpRVadLPuxk+xXz+G/8PzLrc5/F2ljMFp+F8aBcracs+97vvvuO2qtPD/bgk7RJiJoXdYNR9XCw6LVBqTVYLXRPUBRrZ7b1Cza2FEL8VtoJ04ftfPVohAb+GbeuL0OTxW0RSjNcHb3J+zSklor03RhyQvLbKNrmsfXRlV1JHoVxBMhucJIbHkjXinQ6h4y0ncjWipLtu1iCzaKhfbBwj/YvOya82n1ZwASOq//ltX7WnHPQ/ugtpkIUAt4j7OlYnUNK6QKleJMN78un/MsNRC8K0uqSQsXj1wqRt7J1SWEtBJT5DgeGYdh1eRSrBRZQrsQA0kJVk7LeYFaiJr81ekzR3mztj1nrlSrIBSfxYyslYPPHdo+D25r/+uYXV9nxM7iUW3h23bsd6VflyyxnVl1C7FMi8p+1cZnrNpPwfyaOsHeJuUZmJVFqLkQup7jeODdm7dQ1fS3qo1BWXbRptDKaAAAIABJREFUQxsmHsQ+W2rdwmOxRvAgLfc1NDT4Q0IhOP4SBB/3UmywtkLXB1zhHLeim/tTS10XcqnZphVoMYqhf96SZ+blzHW6+hwhRST6pEIP+HWLJnAPrBKxXqu06marRkQXwNoYpROr30pYmzr2nsPmXVUg+5zhiKaOhAN2zjtXFSj+LHygnqG3BbSjOMKruHdeH7tCbTXhRlXcO4O6Um1fbnLrPXTRvhbLNdS41MrQdQyHgcN4MLBK1Qa2Azgzro820FwdA7EKCKvD2K/j/XFbctINepWXJvrLh8itgTcM6G85vsqI47rz47nlRsXbTk5v/nwZldYtb3O9Jqeh2s92XikE1jxcBG/ahxoCJQiL0whjCBwOB06nE58eP1G1UMqCVV7tXEqxUDHg4acaqaSuubrlm0ZxfBFlVAuRAxg7akWDK0gE7LOlBKojZ+4UUXHgTAtaF0QLucwrLXNZrAXuMl24XJ598oMBV8lHc6rfD8X3CWkaWhYhbOmH/1u8EBY6SLZRRYGYIrkEb51sLaM4QGcD6kBMHicFhr5nGE4IgeRomBA9ObZxpC1NEVVXO2FNH1S11YSM2NPSBpWVAKKh/WxNtNajqYq0tVVKWbunBBNToCrJx9MOw7C2m87XiaoWJeDc6CjRPkPV1GK6bl1w7Xu/xD7cr12ruW/4DsGiin1e/HK9bx5Y/br+dlf89XXiHRAk8vmJvLyALxqyNqbS+iJ2kAhWhPd+1prXt+0yUUoE+shlnjgmk1zt+57T6cTleuF8mZiWiZgMgKPalEARoeRCDJGSKrEa3bBNR9Tgeara4s45r91PYfUOm2Bg8DYfXTt/tmVYw+Y1qNUE2PKCUqh1Jqj14F49fL5erzw/P5MXiLFnOBwYBhsarpg43HbP2G2m5n2rh/+tlbj6JmKprEUxEi2H3/Ev/Z5bfl2rMs8zYRH6zjqpU5yQal1VEjr6blijilarD2KtpGbFidXFOZBm0ZSuKYX9uBhpoq4vY6VU+tpZGWGrV9f1NaJCUAO2+rRxAiQIWuy911K41sXxB08tHGgzhFxoEzP263u3WNlvK20T2uJuYefO1/dsXWxszLzda/5u6HSpZeURo62JpNKUHr903OYUcDvjxfMydy+ieL4nW6nDb3q7UeqkBmJHGgbyZJPrNQSGceR0f8d5utrEvWVhzoXTvawghtElnaivzcTUF6CsEizGFvNiRK3rWBeqG66E3aaDqSS2JnZx+Z/SBGAUqYVaF8g26LrkzJJn8nzhcr1yXWzQ9+V8RehIMXAYTwz9AcWIDebhwrqRrWE+gG8IQfqV6SbVRAi1GBhVS90EGYKss4LE1UW6rkeBnJ/Iy0TNIAXKUrg7HIhdT0jB81xfBm1eUov21QDB6NrPjVK5s1L2pcrNYNclsbZC7sP99b/r5s0ayHe8u+Pu/t4GsPl6ul4uDq94LZ7gJydr5ODMEpp5bQ7nJlF8saBZSThfCjIbMt3KSY3yKq3jqUUlX7SW33Z8XU7cRoCueaP/eIXP7dhu8q547oXvlaXjT602KFWx8NyT4wZ4qtpN8C5PJ2ZY+BL7npw6nqfZRnOkQt/1vHp4oNZC/lCZ58V4wLscdattGo/ZNopAQ6jbSjCPrCAupeO5lGrYjMhRaNVi7w9hQ5qr6Wc1I6QUNC+Umq1ja75ync5MlyuX6cqczfunmDie7jkd75BgLCMtag9PzDgbGSF4zF6rWupB615yg6mtZpnNmNrGuYb65pGajG1IAa2Fp8eMlswyXUErHULKla53bCAkiDaeBlFqzW5UCdE2AgdQr5O3cNIsH7CyjlYPd9WNQwWtsgoYfOmPBVZm3CklhuOBkJxMEqy0l4tx8nN2x7OyArzQFCJI6wBj/exWtlOFL+bH/uRBvafNpY88xzcvzPpdjcfbIqbfkj//pePrjLjlAL446i7UeFn03//sljPdLhzWleSADbLPK7ZdLTRCc0OGawubArHvmOYzhwBTXohdYjieeBsjKsLPH362yQztPGngmz1o2yCNVBFsRVvo6vkfRO92sjGbtrvb+Xm/DrJvbwt1DTbK6l0USjPe2eZIlZlpunA5PzNfJ9eoNi87dInj4WBzgXxgeIuChGpMKEfPm6wMGgxkC9mQ2brllzEkSs6Wk5at7rw+G9d77pMJ4NVSLIp5fkaKokvmWp/p+myxOYEuedhc7T6VYjKvAfHat+8y2mrh/n3++7Uv2s2oedj9cO+2ntRBKsMftuVYsBbEVXGzGbealva0FOa8IKlzFpg1s1gHkqUV6j3iVcvaz93WOs3wvuSgaJt4gGqhumEuwTftjZZava+98bxDI5X8jcfXDxnf5y5sgUELRb4UVm/T2dvJhxbAsM85vgyEvShVEVkb3lWg75hFuZbMaRhYaqGPiWEcefP2DSL2kKtvQMVbEEXabq4Uca/gelSt9ilqbfRIIBCoLVxeWybaxiOW3+mWs+9gErSqKVvmhbrMlJK3GcRLZlky2eWNTL0xMPTRtbXMc5iwm2t0qYdmyXJNcU+gWsh53nIwY5Sgy+JAVrE/Jg7thm7e0WwzEIgcxpHlcKBcrqgrcppWdzXPDOiQCAwmzuDDzbVUii5r6atJ9mitK+QWvKOoeM+wAXDrStlwBbHwv6HPWc1peKkaPBKOKdL10RqTqjDnhS4mMvBpuqCpQ0OyNKpWE2VwpQ4zrLg9rd1nS6P1ya2G9LY6W9OGr2TXGa+OpdTGi/eIshGZUjTp5F/rOfhLx1cztqi3YcYKrNgL1vCkvb4ZdtVCU5lYjbXVlb4QZOy99/r63YeLBsBHfQwDz/PE6f6erJVOlS4EjuMBeSMmlyN+3o5wmka1hXJJrEPJztMWTqtpW3ifoNoGVHSrQyOxZQLr4pMqa8SgOJqaC1ozeZmpeWEpmWm+ME8TS7a6rQFEPqlw7BtNmxbW41RNC4SKzWouDbUVVBeCBmvGL14jLTbqJlAQDBlvA+LUlUcaJlFLRTsDqbpx4JhPXJ/PPF8vkCvVpYlKZ91ASSMhL6R+MLppcNlgvO2xQht4ZxuZ5fTqUypazR52bcFVXUzQNtScd+eKSQNldYMW86LRufMxREpVpmWhSuF5Xpiq0qeBxtGu7mllXavbul3X9/qaJpy/QpO+8Fhz+koD6HwMrpooRfUotaJbY09Ly0olhvqlJf+bj2/ST7x5xp3fWT0zLzJ+Xf+6LSC0v8Pnr2XbAF4CY9u3uJGHxOHunudPn7jOM4e+dxaOkEJgHHpyzc7Kkm2nb39UvGm9Wn6mTvVTrxFH8zDacBHwB+hibqKrwe7PuSrUYiQKVaUsmWWeycvENF+Z5gvT1caj1qxIbPmWb1xgoFAIhi5J3SidpXg6U9HUE5OHndXQrKo2m3cF5IBai6mGLNkmTazRkd3fkjM5Z1JnRha7xHAYePrI9n0KnZreVScdvYBOEEMhpkT2ES7R50OxRmyeakiDP+xJVnT1YM2Iq4NmzXhX1F/bNTaTCiuYGVNHnzrblBV+/OlnzpeZ2I3G4GtPSKLjBXaftSoaGoq8w2Z2tl2lFe22ldewhNpAOuya2vC5FZgDx1B0vWZVi/x+rSHoLx1f74l3RzsP2f1Omqk1zwme2O9+94t5dDNOfKAZLwzZOcvi6I4LvccoHI4no9YJBFVqXix3bVI0kfUJrH2raoQQVKhFIZTN01dBkv1OqyHMwZlXFCVnhS56+5rXTP06am0Rhy1Cmwg4s8wz83Jhmq9crxdKWexzNBBqU+/wnK5mn0ZY3Ev7oiuF0lho3iC/LJkYbLZULoVpmVCx2ikpIZghlryQW24Jho7BCvqVUowY0uwOq+XmqgQtLLmYAQ8dEl2OJ9lCbwYmIaCxEmrwe1eNttpECTxXbkSNJiiw5cSN7daaFXTNny1ftjxUpVjE49LGw3BgqYXkQ9clBgjRTMwRZwufPSVagTJfqtZPua4zW42+yVuWu/1ct+iyqDol1HCWUkxB5rOat/qn7BzE33p8E8nadrQHgtqDV89lbr3ty+D/L5/8lnMrt50tOF7SwhmczxtJ3YkQqiGmVanXK7GzkaCXPNtCVlZRt1rNo6WuEsh2pnXbVFp4WEpZJVmqbkBHBWRRStCVXNAa7y0HtM8pDSSaJublyjxfrLSUZ6ZptrAttLlOVsM+ny9I7EjzYv270WReS8loXVjy5IBfJMaCSKRKpMzi3OJsCG0wiVyrjWdKXphnU+WMMfp84+D3uXg0YhTJy+XM9XK18NBDQlQpS2UpNtOJvpCGSoiRUgwBjsEmUYTqnc7q+20bch7Mahw//wzEan/vy0q1WBSh/vzbe2JMpH40cCoAKjZqdhgJi1JkG5uDsHMa5u0bbdjSnzV/WdegZ1+GZrusE274FjV4+OzRSfZRtrV4aU2aB7b3tdqAIDeqt3/t8U3lecwgnKmzt1VhddOr2sT6oy9n9JvRbrW61lnTumoa7c/+dsPzskogujAAaJlI/gAIwYZf17KWfGIIFN/5M9VUXsnGSFu/x+iboeVe3do24GqHBjJRnDWkG392Fc73umwu2SYI5is5T+SyME0XcinEYDOTU0ouoh6ZLmeCKKHvMRJGoutGyxPLwjxfLOR1DeoQAq163FhMqsqMicCFECnZwLR5nhHxgWwu06taULLpUaUerXC5Xnh6eiRjaHtMTqsqlbJkrnpFdaGnIqnz/DFQYkesgRj8uYXWt1xX2q7EgHr9ljWvvHUQN4ZMM0BdVVdKrSZ8L/b5TZg/tk6mtIBa/3VrRlmTMZWWBltU5rtDAzxtDYZtrbHfaPzv3UqW0Mp60KxTb//HzmU13NuS7F97fJURf868Yg19tk1Mfvn14Ddze92+przeIA+d9sBW8bGcLz9y9XjVcsvUmdphaCqVXWI8Hrg8X/z++i6sAD6wu0X+Huq072387eR0PVpo773FWrzXueVsrkZRtaK5+Jxj26HnaWLOV67XZ+ZlZl6ylxzMgGPXmdZTjOQl8+npiaZZGUJkGE4okN0Th2b45ppcOzm5lpY4iBTIuaye+HoxAkyLNBCxBoI6EUJhGA/0sQcNzNPC8/nZNojkhIUWbakw5yv1EliWhW48EqKPeK1Qa0DjFs3g7DvFaK1WZgqmPrpuflvb3/bMS1sQtjHSxsUWpLrQQLERpxSX2S32GokC1RhdFu5WdnsELfmr6rOd3cGosn7/59WWtgm0lffyz7oi2VztbeTavvcXfNlvOr6tEfsDWQ2ZXz833dIKzzNe5tm3wFMrSal7ZQGn+Fle1F5n4U1hmWbKRdEkPLx5T61KPyRiF5inGVBi2cIm8c9dtFCxQWMpbtMI2nVV4FozXYh0XYe2ZgEXXPP02so4tv17WFusPJIXpunKNJ2Z5gtLzhSFzicj9MNoI2JSdFBMmZ4nrtcLec7UoqusDFF8PlNP13XWmOBGWXJnSpweB2bnRYvYaNZ5mn30igFb1+lqkyukcDp03N/d03c9eapec+/o+wPDOIBaC6Biw8fKkpmLkrVATCQVJAniQoBFsnlBtUoAXrJT58Ln4gy5ppbCvhPIUpJaMlWVuWSWUlaADi9ZnYbeCSNm2FkCk9fhTThBvOdYPAq7HR8Eq+0i2jaYX7WAbS2vy9ajx+0369q5hZBW2PIGLvpbjm87FVE+56C8zIL3nrb9d0Nf2zsbyX3zxM0b2ie2z2wMqlbQX29ek5gRePz0yPHNG/6P//P/4sPPP/Lz47/xdLmAdyhFV4Xc0vmGHqrlVq6R1M4u50KVYvYaHKTxjVQcaDFWFRs7Klu+nUtxeuXCdLlwnS/My2TEjdSRup5xHDkcD0Q3vqKVXgIlZz789BM//vATl6czl2liWWaqwHg48rvffcf7999xdzwSEDKZulQQy3lLI6Bg0U8phcmNeJom/vznP/Nv//YvTPNE1wceTgNv3/yOu9OJIJHj6Y7T/R3jOPjEyYBIoQallsW7gDKhGNe6FEV1RBMELaZo0TZ4px4aau0qmQ1rWDvaZBMZqEZuyXmhipWWjMFlYasAXTBSjNQCFJYSyAQvMTl+EcQASge3PqMA+2LbI9MNBHu5zvfH3tGo65iJ7F/XnMD2b1Xjejeb+Ypo+ht74t3xJQ/8Msdpn7EndewpmbDv7vAQC7ze5lFTA+u9o0d2nysxUkR4vFx5niaui5VNarZZu6pq/NrSwt81QFpDOZuDG1n7ndWm8OGCfjlnYhBswqMYjVgs4am5mBCdYkhwzs7fXsjzmTxfyXUBhCEljscDx+PRmE7eyC6qVArDcOT+/jWX88x0meijTRwstVLnhX/753/l8eeP/OM//iOn09FEDhr4A6sk73r/K1yvEx8/fuT777/n+fmZcRx59fqVifdTOF/OaK28e/2Ou7sjh8PBNbyd2CA+paLryOXq91XROhNCsWik7yyaiS5QiHgrZbAGlMrWsO9179p8lGzEj1qtX7gCS1nMczvBvnG/a8lENfCq5IkLgU/XiUXEBPhfrN19N9S+xLZfi19ap18iIa24xwrGtTV+68bae/dD2l6WTv/a45t54lYQv1Xm+I3v292Yfd5rx7Zz6ZqneH3NfrOGsODUz1pN6aKLaBf5+fEj/8//+3/z6jQgfCJPV/JsYu4xRKr4IHP/DAvrbYphCmFV+hBHIqqIkS8bQLMrH1QnJ7SxNIqjqZqpdabUmWk+k+vk5Avoh47D8cA4jj7/pzMZndA43pGKcLi/520phCicn57XXuuKGWyeFv78/Z958/Yth3Hc0Fw7o3XaoOX3lQ8fPvD9999TSuHVq1fcP9y5kRqgM44Dd6d77u8f6IfeRsL6uBnDKArVc+9SevKcyUumlpkQjIJZayGnzucsBaIYTTZEk7mlBkeot1JcKwUZmUjR6LTYaiWcNrBNXJ2hkS2meaZ688ZUM48VJhGWFp5rsGvbrdCXBvxLa7Md5kx3rLIXkeWvrPSb/9o3VvxdjfiGVyobcfJF8P/FE9zvZr9G0bQXsIY1rW5qRqN48bd9E/ub1YrvVZXL9SNRM124cjlnlmuh6wdkuL0FrRm97ZDWq9qE6/ycmxIkLcdkk+TB85yq6/jQnAulZPJsxI5lmZnzTC42NnMcD4yHO58k4QiyRNPqAvNYQeB4IgbheDry9PET0zS5YmW2EZ6j9Upfns/gOXYpprGhQQg1rLOtnp+euV6vHI9H+t7C+ONxBIGUEodxpB96DoeRYegd1d7EAMAQ4Jxts+r7auWm6YlcFkQq9IJke26B5HpcQihqAgxtY2mTJEp2r6obLRLPYcUoskvJzoBq4amhvNfp6l1bQpKOn56v5G5E7o7rGm1MqZaQ7T3nLx0vva5+wUfpCy/85QX8+bGmh/8dPLHZl+8sf4VAwa8Z8hbSsD0tvxlNY0vEJU2999deIZtKY82OaCrT+SPLh4/0oTJfK89T5tWbt/TDuLVOqqLqRNa2AaAr48ukVsEK+Xmd1SQByLbYohMSpGJyLQ7I5JxXXvQyL+QpoxXSMDAcjqSuIzhRoZWWgou7EWxomwm0C0M/MvQj83xlmSamZeY6zczTbF06tTqJw8gqjXWm0XSmn6+PfHp8AoVXDw+cTie6lEi9GWo/9Ca0nzpS56qdbvw3I2G9XJi1WBP+MHCdZqbzFYqVdKJL02qtdo1EYyi5JUTMwzZmlg10q0iwvL16BFaxDbV68UZbxOb93s/zzFRNpGG6PnFdKoeHAWki/77G2ua/1qXXRXa7Jj8zXho2s4/8/HfNM7szQ+y52Z/WAONA1j4PdyDvv4cn1t3gMTbKYTvRdnzJ234pv7j57PU12+8aSmw6yLZIct3xqTEQIy8GhpTlgqQ7Ls/Cj4+PzMvE9boQj0eOwmrE1UXWzOMb6tly7oCFyuuJqD+8cKv9tA/vjVBhyhN5WVicymhsrYWu67g73jEMIyKBrhuspY+2FhxRbWcgQo9Qk51HSMFQ6WWmGyamazbyRrHvneaJeV4oOW/3Hxu+nmLHqzevOZ1OHsYnK8MIdJ2h3XHtfQ1rGH0711kgtWHiiRAT4+HA5TozzRN5sTp831nDQd919P2ARLEZWOLtpWspx1RSRCyXb4ob3gqCU5t8tIyPcRXIKI+XC7kWAjYbaxxOJnjQQmlfE1Ys2MCr9Vp8E7/1ui/WZvNRDqDe/q4ZMDcW3poeGua+X8PfwgvDt8qJGwDURNl+Iaz4S6HLX/iKzwx5f2z5dANdXFIHmEqmDj08PJDrwuPjxLnM3C1X3omsAJKsZPsNbWxfbGF2IdTgO6zv6Qq1GgVS1MacoKY93caX5FrIzpW+XK5crlcqyvEwMpwO1i3U+TA0GkLugJp4NoGdZ/CyU/I2vKzQC+69Z1KKlHkmh9yGQphA/jrEDNJ4oB8G7u7ubCpCSiblG4140fVWqgriObSretro1W0xbuJ8ZlTt3ylFLlVZpoVlXiiHg3l0N6iYEjVWl0UCMBaYSS2l1buWmskuOYQLL9B0op3jrhoookw5My0LXRoY+4ESkkn5SovY/IkKBjbu1tBLXv6vGdWasElDT7hJHxt1c78uvVLvefkuvxb++xixeSG/qN2sml86ud9qzLde3D9fbm/+2mW0A8XW8lF08EkDYbyjViU9vKKcn4gHZVYoIoYuO8Oj9bZG37kb80xrAc1GQ5TgDRBbxIGCVFOWDgp5yV7/tGjgMs+crxeez8+oKPevHxgf7kw7ez83iUbRC4TWetiGizWDDmJD0mt1qmTngGJHEMhiBi7BZhKVNqrFPsKIIMNAv9OUagL0MUUkReuXdsMJyUJpQXYL1hD5hhM0SRtDXk0LbLpO1KyU58IwjDDaeysVx/tdg8sEBU2xeBONx0Enpfi66mjTqMyYDBOxxojoVYOOQFrbSrUY3dFYVNwY3A2gyuZAf6tRiciuq6qd8m0UesMx+GyUy9cbMHxjdBo+y/lvfrdP/lf9oy/kH+3ne6T6toDOzXftjXplp4rQuc5SzsrTJ5vVFELHOJy4ZOtorSgRVskU8Qq/0JQ81Z1AsN7Tlik3Vp2C6SgLlGiqlcK6yJa8MM/GUb7OExqF08M9x/t7+mHwevD+ZuF0RO/68b5mXI1kRcJjJHbt/lXIlvv2Y6BLHTEsTu/MpqzZ7pcYcJW6npA6QkpryGe9uL3xzX1jMW3taPfHLtXBJvvbNhfnXAebjxxTT5cyIU3M02RKnSKkPiFlASlY04KhglEMdLON1MCs0ka5SLvmgA1CT2x9oUbj1FxIqadqpusHw0hEyLUgpbigY2TjX79Ysy+MeL8Gb9bxF9a27H6+ffYWqgdxXv0Lzv/LNPNrjm9L9nhxG14idiuRQtugqa3koWyYWLsxYWfcaw5x81nQmF62QM2AYwikGCAMHI8HfvrxR67TxcoksSN1A8LFGiAqPnGwAVtts7AHYR5I175pxXtBEfd+7RoFwYj34pvJkhdyrlyuV56uz8y1cLq74/7+lRlS6gmxd2pksLlKIdgImJg2MIUm3KZr/t5mErVoQ6T38wfphK4rHgVYC2KuxVooUQOsUkfX9eaF/Vr7YVxpkRLEy0DBFUS8MWIFpXTNZQ0pjt4miUUJXaIfDxTFOdoT16sQjndEj1oIGwNOMEyhBqHQ1CvF81DPV73LKiJojGiIq2ZWSIGhG+n6bqWQglJwkfg1GPFywov8NLA5lP3P90eATXxwNXtZ1/o2D8p+GluevC3Qde1u3wFfacPfrhVxXeB4GOO/2xvu/j17L/sZQs1uh9uhhfvQlfaaFaTYHkvJNqKklEJKHePhgALjMBgIQ2A4HhiGkVIyRZIPMBBXRmyf740ELjHbIl57kGF7PquH9N5XtQdaqoFLz+dnZi2MxwPHu5Mt8hjdg0FM3aqgKSKkrlsJEHhOe7MBujeuNLsJxCAMIq4Xba+L0kCjQNDkErFK7KwO3Tws4HVgM4CG/iKNRxzWxdiejc1x3mrqdu/MC8eqdENlVCGmjks6cz0/c75cPLc+eJPGti0XrRsegFmcSjMsEHYpQVs7wfqFp+lqEUZnKqchBkt7b/AZp6KWZk9fZmx9ySuu63T3+3XN7myhcQbYLdOGrwjhxlr3keZ/K08MDeTTz/689MpG3bs18F/aCb/0/tvv/PznItZQfr1eiDGwTEYvHMeR8XDkh+//zH9c/8xpHHn7+tUKAOGKHkFdQqYBOdKGnS/uubxPFc+1vIFd/CbUXFjmhcvlbHOBho7hMHqd1RVC2acRW/i6reC2U1tLor2qCcRbiF/JRLXcLABdK/sAS850yTS5mneqrsdlrDALn7uuI6a0Tqwwe23fv6MEiqDFxt2oCwM0b1TEBAtCSoRSSL3VeiX5zOK6cL0+Mc9X+gQpHQjSrUCkxzQOJ26pmYki2j2xjidBk4XRBLvu6zxTVOijkFJnFQNpg+e+bCBfMuBfe81v+fnNB+42kA0B58ZoWxT6dzXiz41vAz72xrsfNv558XwLrV9+7lqH3XnsXzbkhnT6TdNtAd7d3XE5P6HlwE8//sTHDx/4+OED1MI8L+trtzzGBOjsR601zctZwdU52YE62PiRxjCKIaKlMF2vzMtCSh398Wggkj/hFq2099t5t6uxlk5VPE+064gEG5vqcrmVJg4AIm2sjb1n6HoTw/O82ubvYiG1KIiVi1qjRRsYJr4xrXm5YOGtpxRr1xEtb3Xkvk39E+y9MRA0IjWT+sh4GliWs7UBhuBdZZ57a6CgFGngpfgG6riEE2lCtDBdUjIpnBDIJbNoIRf/3i7tsKtfNuKbteN/71/5xbLni9fcRIcvf/7Z53g6uFvL/y088ZqNNsPUbXHuRb5femXYbkDLi18auoWDshIMPq8b396AFnatr/H/nueFjx8/oFV5/+49yzyjpTKkkWm68OnjJ37/3XfrZlHXBRTwEcigrvChEDRQq5cNwrbDmujG2nJu9MBaCDEyng6Ie8RalGVWQqzEkG2pSG4+AAAgAElEQVR0SKhQC6VERFwaqPWhKiv6ucrsqhAlopHN+FJnG4znvQiEzhQ+A0B14Y5kqcGefBga80HsS0xw3sXtMBlc60RyAMzz4ODXWes26K20kS4eVlq+DsMwovcPXM/PaAhIF03IXzzqsI4R2+IsbnVPZakCGOodG5jl55BrJufCvHj+r+oNK59rn68C7u3G7o6Wvv3F8pLcIj+/+GrPneuaFskKoLHzwH93I66K1UWbh/SHtve+t6TwvRL+9u89Ut1+B3bDXo7taEcLRdqDFgdZDNyKbSWwzIXnpyuH48i//PO/cTociCHSxcgPnx7553/+V/7xf/5PDseDicqJURRVdZ1oaPKn/vkaaE3c9t1GNql1RmslJDOwru+Jfc8YEv04OGPIZH9EDWxR14/WUKgqZF3oU0KKy/g4xbCVMtomsqj6MDFrjhD1UkqtBBGGcSTFCCnSpcFZUACmw1VzppTM4h1VVStU99YhEvpEcA+NCwXgAvtaimX+u+cqYgadXUO8lOKo/EzOJpkbonVC1VoIMRC9e0navUVdvN7zbRc/sEUet79DQiSSHYGZ58w8LyxFTSzQ15ENZb8FnzZM5dZTNgfUXvNLeTFsMjptz6u737XPCh7VGabu33UTHcqK9n+L4yvF4yvVEUZTU6hQuR2/qVvY+NIzt2O9+F1Ivf47hM8+xwY0b2oIIRgtLyjGs/X/K7lwOp0MHZ0mUhDOj098/PkDjx8/cX48M19nPn74xKvjwW+sN4vrlguv+WsLe5s8qRhNsl1/8AfTdx0VpZ9n8pKJXSJU8RlLPuK0qM85CoQp0HcjMVSel8IZkKws1xkWY1vVXCgKuRh8pq2zChDdxpoYNTMSgWEYeP3qNeN4IKuYzrUuXK8Xnp+enAq6MDedLd0IJaFLpKG3XDkE79RyZeVgIW5wBLtq5XI9W+9uzlyv1iZZfL5T33fWwugIeheF1HfGqBJBqhLUKBENzGpEkxBNxRTfYNYRK2o92pfzlWk2id9pnrE5xy6FvOamL0PfXzeffaT38tiDXM1z7wGv/et2H9h+uBn8bt1/7fF1nti7aIIPFLMGbfkslG4n+plO0u53zTBvSPY7b/3ye1/eAHt/+7e6VGjlf/yPP/Hm9Wt+/OHPfPzxBz59/MC1ibNL4JwXfv70kT/94TurV4rlnLITLGilK/Gor4mord8vQuys3a6WSuw7BhH6eTK5+ZRMFGBaOD9fzBu7k0uhBxVS6NClQs0uNB7QXAmlklTog5VUqgi5UQ8Ruhi9zPSCZFCVZ4XzT584HO9sA6iZrBN5WbhOV/PyNDS9Cfv5ZwcXr8N+Hmuhj5GhsxGxVbByWheRFMi1cJ0nlpLJuboKCoQo9ES6DlIMxDiiNROTbYAg5MXmW5laqN3XGL3TKVproYobsQSyOJdaq8kqIcxeypumeU3B9kP5fglL+epjZ8RfypFvwS3Z/ZvP/v23Hl8NbJnI5FYfa8a7z3Hba9vfpmioKwAgbEIA8GKH2nng9v69R96H7BbeAoRVseJ8PiMCrx7ueP7wAzEoISiVTBFbvN//xw8s//S/0PXJASCTem016BX4ouXIsqEhfr7Rhd/ag+okcLq7s89SY3DVmpnmM+fzhes18/HjI2Wp1NZdpEofhHEYGPqRLkakVJIIY9cj2EZXU6BGa7mL0bxc6joXSQCJNjpmyaZu8vj0RK4WTIdgqoxNiN2ur1oOr9A0ku20leqN91pnas02uDwkahWupXLJizV2lIWiGYLa9MRh4O3b1wyxJ8RKiBCjlea0dptUj4hLIrWQ34wvJB+Y7jxpG1JuQ+XVJw4WbEi7uKEvnibYWnAReNmilJvo71sFsy+ixLUk5pHnS/xm55Rf8ND/9uObiAK0m9QM80skjz2y3BZP6w9md5GGk+0EtttnvPhO9kYNTrAAkehcYWM6PT09kUJgSB1/+P3viSKM45VpntamhsfHRy7TxNilG30tcDBp5WPbz0xI4PNdViR5LmfB1l2IBEmcn58oZUG1UEtmmmYu58LzufDh4zMfnp6posROGFPkT7//A9+NI3POBFHGw8hwOiJZuX58JD9nSIGu75lz5jpdiTEQxRUrPS9LCMnnWVUHu3LVVZqmATxNu6qCMcEElpJZajbPmAI5wVyVabkSJHG5Kn/+6ZEff/jA/Hw1pdCkHI+J99898N3vvrPNLUVics8YolFJ1w3XZGtDNMpkLf4Mgzg6L9iEj0DwEpbIBlhdp4XzdUYwWmh2JVGL1NpUB7uyL5chf1tY/Uu/a+tyXQe0fLxFbHvwCl8X23f/twin2yHS+L0byX4Ppe9fp5inoBT2hHAJ4iR32Zr/Yc0ngn3A6rmVxvRhRccbo6YpSkavmVZM+3c4jPz+j79nukwspfDx0zPTdeHx4yOPn554dXf0zzJEFq+ZSps3jCLiMbvsQyh/eNiiiy0vlY7aF66Xq3+OLerT6cg49IzHN4z3E/lf/5XrciWL8iyZjyh/+u4dSRWVytvfv+fu/o5ynRl+OHL+9EgYek7391SE6+XC+fGJ2CeGw8HA3lwo19maMNQBmRQtveysJpwMTECniVxNGO/1+7ekseM6X/jpw08sZeH1m7eQhO9/+p56vZI18vh44fvzhafpmVQKUpXDeOLduwdev7nn4eGBu7s7xsPAMFh43HlnVJsvDbscW0Hb2FoRl+ZNXif2cNo3ZltHwvU6o7rl0Vor18uV4/GOvjdDlhDWWcFbNHe7dvd13FY2bKj6y+PlZiCwA7KMpWVkmVtD/VJNeC/79DXh/jfRnd7vRPtTeYk2txe1h1hhNdx90r+GJ7CGsvsa3c2/v7BbNk3kmKwLqN0ricIwGnL8/vyWH3/8kbrYw/70+Ilc3pOi+nSnFnB5eI0AeQeS3N6DkitxEA/jDElNMZC6ntQFuj6Rc+Dh/p56F1HtWXLk9yVx7Aa+//57Ji38OD3yw6dHnlFe3d/RBeXw+jV3r1+Ra+Y6DOjDiXd/+B2H44mi8PTpE/zHD7x+eODd+/eEGLieJ84/f+Dp5488Pz7Sd4nTwyuObx6MlBGt9zmo8OnDRz49fuL9H//I6/fvqKEy5ivTDx1LXnj1/j2aC5/OZ/rxwON54uPTD3z68BGpyt3hyN3pwB/++B3vv3vFw8OJro8cj0e6PtEldZppciG/1v1VHe33MTRiWbgteh8e5zTPNmNZswKBnBdmF8WnOiZSsgFqy0LJlZRswsM+9WrrUrgt8WhDM32FiYdjv8Ub70GqLXzmM+P9lt53f3x1TtxC3wajt5P/Uk3YjHGXFLipvLyw9WJ31rqvK++PX7xBYiJ4LUQnQhG8Hly5e3XH3d2R6+VCipHz5UIpldT6eYFG6KheuhFhV1+187Hcn83DBHa5udJ1Qp+sPa8fBlKyJowYj5QaCfQ8HI/8y+mOH376iemj8uPzJ66Xypv7kb6HrhuIsSeNIyn0xPs7Xv3hD4zjwVhOh55rFB7efcfh1WtjLM0z49vXjB8+Mnz/E4dx5PDdaw6v7oixQx3RlqrIqzv0wz2v/+GPjKcjEhW5PjMuCwOF7u6OOs2k44npuvDx8QMfPn5gCIE/vP0df3z/Ha9e3/Hdd2959fpETFDKbBtFrHS9cbWbqkggeOks+jiY2vIW2+Sd0KJeKRAfBbo+FYWpFBat1mmlENXIJbUU5unqLZZxzT2BTfKWzYjtKfkYWBdYtDXjVMkXufNLA/yiB9Xb14qsWPaL924v/rt5YvveF8Vv2ZDmm9eyGaK6p8TZh/KFUKPtZvzGa7t9r78/mmdcB6E72woNjIeRt+/esEzTWhKb5oU+dS4GbyWrdq4SDOxp3UVV9pIsQoztYRhRw7anQoyQukTX9cb4EiFIB3R06QAk7u9ODENH9/9ZWaf7KXH99Iy+yoRuJC9OcVyE2I/cH46Mxzu6ZA0Mp7uIysjDq9eElChmCfQh2cQHEqfTHf27e0JnXUBalVAV0cqBQDccefXuPUigaibOC4fhSDcOpJSYFuH8nPnh33/g04+P/PH+De//53vev3nNq1f3vHp7YjwM/P/tvWu0bVtW1/frY8w519qv87ivqltQUDwEFLCliTYxiIAaI0RC0zwMURMSiIS8miGR2Ayh2SKIIsZAbBgiiDYEm40gCRFF4wP5AIJIQIJAWdyqulW37uPcc89jP9Zac84xej70Psaca+19XnefW0WRM27bd5+91lxzzTnm6KP3/u+9/zsyMo4DMbZIyHRdy6JraRubgxismEIdROv7oTZfN3MpgBSkejJpBSGpkLIwZhiSEppIkzuf69F7Uyl9v2EYN7TZNo8CcsEUUSlCXCw+Ecsys0Z/ANvKYnetzbX6vTK3JkR6Bqg5+n4R6PtmxyXN6VJqPQnynKOqgFS2v03ZXFUbO2WlVO02CaJp7lB3sfMmiGz9TJuA+yZxm4nCkngiZEEZLd4owsHhIauzFaenZ9y6dZv9xcKuN1jhv3qLvgAOtHCB6W+bg+LUrF5iF9wMj21D13WkaATnTexo4oKcI6pCoKV9pqUh8vSV61x/6mleP75Nf3IG45pxfcyVg0O0hagWZgmlAJfIotsjZYjtgtpbKLS2by2U5uiAcLhHWC4B646h3pAtqLJ3ILDMNKEz3zMbEeAitoZGJxjWIy++94OwHnl6eY3Dq3tcu36Vo2uHHF094PDogKQjyfAnrBl8csDNEmAKUwhaYv0WTtPiYhXSAREKHUZ1V9VI6Ichs05KTtA2Ldn96kEgj+Kc01rdHlQdTBN8V67PcXqW1QggEOv6updsPYwAil/zPKW2VD+V8kR06td1mXHpjK1ymYrTy+qkoWuLSrU+NaoW3yvXbVrNJrh6JGKo5Nygnbd+KeM8aFBMZzPZY7SuePZ5rWVvIFaS3iiHR1e4eeMNT9EUTk5OGIanaZpCFasgShJv+6GRQKGslS2LI2dL+2saEI3W89Z7FoVgvjGSCWKE8227ABXGUUAtJvrc257l6MpVrtw94e0nz3Dr1hus3rjLrf6E4dm3s7xyhePVHdYkrl29DjlaPHfMBho1vimoZZ2BAXTtsqFpAq0EcskBZ9J2iBI76/GEOkCXlVdefImnnrpOQ2R985j93HJ05SrXr13jcHlAd9iwf2XJ4eEB0gikRNCWpglkHVC1WmHLuApAKZu0cJfxhW9TzxoxgEtUVoj2PBOG+A5J6QcjTQqhoQmQQyaLZduNJItV9z25W5BFaGNTfVxEauwYncoKZbauFL2nBXiR0J7TxKrV7zegVCeONJfuoKXm7fLjciEmZ/GYkjhyLXcru2Dp9F76AZUJ2jVDRKY80wnAmnzgiwLkF6F+JUVStqqTxQ0Grb5OCC3Lg0OGnMjjyGKvY7VesRkGRDqEjBRi+CxYg4I8FcfP2lFOKaQDFP9KIaVifYgV/xcMIMQK3qgq3tMNGtjfX7AIDU/vH/KOoyucHd/h7Owu65dvkm6dcuPmTfKVJSfPfwzL5QGaM6u+Z3F0RNjbt8WuiaQjgrVgFafWidH6BOcyl0EIkuiTcufmTa5fewpN0K9WvPziB3n5hQ9w9sod3vHs83SrxGe88xPpugXdcsFif4F00B20xMaYThppfBM1/m3Ngqh6Uf7cWitYyujxatvIkJmG9JCYqvFrJTWapU0SL5QAsuVJt42VWeaUvHjFmDHHNBJzY+SBFUuxtNn7AVbim/+jjIt945kfLAbcKTNgzdfDR9ScLl9eEjyKGp77vgW42E23PA+3n88l3QYGOPe5XQGe0MFiH8xM9Ip3BW+UJezvH3Dt+lO89IEXWSwWrDYbVpsNi0Xn3fPUeJHVCN+MedJvkxlYVxZlNi7mcZRz11lLDEWQaJlXqbR+8dSiwhAdu0DTLFi0Dcu24akrV+g3G1abFR979WnGINz6+fegomyylb2/4+PfxWET6UNmzCNpsEbmUWF1ekp7JAwSGEsxgWucISXObt/lZ370J3j22tNcPbxK7gfu3rrJ0+GA2Cuc9lw/PET392m6CCESGiG3RhNk3TDAwL6MiqVKqmitGZ6HcUqtdUqlU8L2My8+qs2IoCGSxsyQExu1MsvSLlQQr8aKNBq9Qsrz2ZMVnGSv8NgNG82B193rALlQyB9K4MzUmPx5by4w/UzRlmIdfsSALaMZLTxXE1/NJMSlPGZy7+eLfgtRLv9mJqg7D5fZe3MtPB9ziL8KefGZyW7eWLghNh3Pve3tvPrKy6z6DYvlVeNvdtbLkH2yPUMrYy5DFPOegvvz801q/nu6NnGSOWWisjGARyRYLTLFFbGMKqIJ8t5yQVTzGdMwMKaePic248aI5IaBfr3h7nvez+b2HZqnrpADjKuN9T8+2/Dyh17i4975cRxePUKjlx9GM2FzUu68+joHKyWOp3TjgqvXrvHs25euwRrabsFy2ZFlsCZmebTYbteUtGaj2qG4Ql7zzGRZ1bnBeMdKVp8/tfpbiBR3P4ugNCQCo0I/DuailfXhG3+QTKMNJb5beMKzUxbHGOvz2gWa7qWRp5e2cZpHH9ufEWeDKXdbweF7WAUPMy4lxCmPk8/rFxu2JmgS3BBKsL6UwU3CXQAGmHxoM1svDj1taWCZA2vlgRR/2n/LRKtipGtaL+7o6ArPPvscL7/8CgBnqzMODvbZC23dSIpvbeAchlSL3S1bCKQt1JLyOc8DD0Goekmc9iY2iAZr94KZgEgp3/CYabC86hAg7C3MVMbax4z9AMlod4YBBoXTm2fWp2jTwzCwr4FPvPo29NaK8TRBY2wY4hQ8GgJHoeX6x388B3HJ0cEVYtcw4k27Q0QJXi9t1VUhBuuw0TkhPNlLExVCacSeyKExXarUuanWWcreZM7N6cKa6TiE14853zSMyfKkyyYoSFH/piyinUOzzV6Q6CWSI6qWo72riad1OiV4lKU4//dlhrp/XDLQKiZQ/OV7u98PPS4pxLMyQ6jcU0Wb5vJGkCnjSkvzM+oMiX+2xIGrht0xlS+KBxfvZfc4QpiE2I8xJDDXvxvPInrmubex2gxulrUecmrIvvHYWbJxYAlVv9g1OoFAcD9Qz7sNRZClCrFXGxVTsAuEMZHzAFmMVCAr49hbiSI9gUyMjTFxNAsW3T55YSTx4zjShYiEyFE2/hnrztCT+9FqjLP594VupzQUzxGIgb3FgjYuLDtKlUjD6MbVmDNjtvxqYjAfWECaMrd+L/WZivFHg6Hokm3eSztRVWeonLAUASREQ5DLFqbiDbstmcbYRmIFqWZwlGd9JedL8/WgTJES7N/mGm9LZhHgCeMorz+cHOyOkgw05WzPPH0t1oJSOIWFi0NUDzseG2WtweV2reJpdDjl69yMFpkEGi4QTj+nbL3HOeGdTrEr3GVHn1+faco5qAZYq5Qm8PQzzxCbljxsWCwM0Ry8/xKoWxfqghzJOWARKkNcp/sI5DwVfpj5FmfX7RvTtp9gSWtNtMSRjAOBXiSflBEhqkBKxHGga3u6tiOEznzn/UPag31oIn3fo0Ny4vqBPIzG8JG9bUqxZKK4LytIE2hK+C0paKqpq2OybvdjgBwSbRsJrTNVllLIagHNWFCqbZSq5pm7UtsbXXF7bAGplyUmYMiZcbScb8ueKxZNMU2ZrYkptBRnCsJM+eL/TmvmfuDW1tp+iLEV+9XpOu5b5DDzyS8zLl+KOH8oOP6aJ5h+fvkXTVwxj0v5WNlVS9/hkv1k+RoXTcaUAnmRoE/+qedEF5NNp2wrkcjh4RHj2FkxvmRSMPNQVGsSwShKo04jo8XyKPcTrEIoyxYhQggXC/HuwxWBto1obhg1ITlY21DXWhnLSsqDkQCOQ6KJ5nc3ukSWCw8bNzShoek6Uh5IY08eLbW0bRraxs3MPKJezZRSrjzZmtR8Se3Nd9XM6PcuMULboBFM2+oMy8hIDo40p615Aa9Qc+VT1k5JlJmeo6Kp3Dckp93pk1kBWazLpUX4jAWlWH8W7nON6sCj4L55NoO/tMst035RxOOisRtCusjF21p3sv3Ze59v+txHTBNHiR7rS45CW8L+LmB1Ue5LeQ/wNiEFwZ39XQrDQ/Ej5qDE7KZnO5puCdb8kGknVsQth1zNePGyvizJjLnSZgSB7OVtAsaZjLkGEuqCMAqdUGPHuymntiv7RlbRyEzJy3YFQWy83FBrz0dKogzJrldUGJPXVas1TO/XPbFrjXd50SAIo/ae0iiWxijCkDKQWG9WZn4m65089L1rK4vxJu1BzFoJMdK20WqHa52xF7uU82O+biHfNyPJXI2yqBWrXR6SJXk4vyUQyy5tG7b7j2POjAnGDJlAFu+lII1ZOSKIOiWSeKagP9MSYbTnM20W8w11spjOU/nsrp3dDK0L1/P0V7Ue69q7QMG4DVNsxDc9LiXEls5WUEbXk/5cikVrD1Oqj1IFrGZqYXFEa+rh5raRxZamYgUYKuAITEJZzW/FuYP9tYKqza4B33BSyjPzbQazSSFJn+hTwQXZz2k+TSKHaPQ9MlL87iC7D3NaACKFeC6UNe/f774erj2C0CxbUi9oP1Lo6slpEmZKWxbLvgoSGceeuGnIiwX9pnF3a7BNNLQgkV4wCqKczOzOyYsGzK82XzmiktCQvMmblSJqa3Q/Ni+lWWqZ3DlUaS9qnYsG6yJtWj05S6bOjjeZsoWe0coHnhOeXxA8tj1zRerzLcogIGLFK2BpsVsLpKyNGt+/GBGeC969tO9uxtb548oG7YiB7Iho+Q4m8/5CI/MhxyWF+HwiBu4LlA1a3UeeTAc7bNs0li2zcw5uzXdOEae6LUCA5uqDMRNqY6is7Eb2qlIZGf0ov9gymToJkxoolxU0GNJpPo5R5AQPE4xYJ4PgMdL5vJQQ05QI4logTGF+0wZ2Dvw9uzoltMFI+byKZ1TQkAltNLS2H8hjogutb4K2GeT1GTo0ru3zTFBKDFWRnEnD6LW3ybsN2qYciDTLhth1JrzB27rEUFH+Um1kM+aCNZPI8pzVXZ0QxBJf1MNLPtcSIkVLmvuVySJOgKeMGVIOJIoGlooh6OzZVTdt/lyZBGVab1Jfv5dQPsi0nW/K8793jqr/lQhHvU/XymaVaL3Gy+jiSwNbcxNhfkO7N1qOnSdI7ArtnPwulAW3Y4LUBeJascD34qmbqLNHsP2gSs+muR9SzcFybnB2SHvkSTKiVpcsAdJoYJOl4GaX8uRJ9oESKy/3UO69xERjbD3NbwqNTA/PhESD52uLEhrPfnJqGsTSKseU0BiRUdzMHgg5k5MaODXaZwxlHy1JBarZSfJ645zMegkeO26F0EWaZUuOoDGQo/VksmhO8k2wPE+mZz0zT4vllHJi9ghsLhSSb6T2COy+zcrJJDVga8jKcT9yskp0y6UR6stEYYxOC79umGgF1M6PovsLuHae9uleY3cdX/T+m/Vpiyn9ETOnywLdTXSAbYGdH7ub5FEW/O5vy+AqmTQzDV6ocwrDg7qv7OgrWoTg/vZJiVcyu16BmmOtbq4mbVASbYhOgp4ZNRPNgkNHoWmmdE/YruJSB9CCxzYrsCJqWrha/aZlVCfA0Fp6Zkay0dIEdwnct5YYTcMlaEaBlEh5dCsib4cAy/1VZDfV3rnSCmEhhFaInRhw1XjjOHHTGEej67SaVst5Eo7yrIvl5JfrgusMnSiqZrq7zT3dP0AyRPpk0/Pel17npQ+9zrPPPcc7P/YdLJdLt4jKRcye3Y41+MBnvyN05/3Vhxv3E+B7na+6gOVfl7OmLyfE4zhukeLNyw+LMN4LEKgCHIUQzeSqJnTxg92/mBbHbPdnmiTBkhbEhTprojJw+CiA1/YT3tbC843FtEYgjxkV5zuW0mpT3ILPRDKbQchkJ9qzUNNkKmvNGsqaiRrceg7OEGpAmn0k1LLI+TJNKVG80FDAhmBgj4YMTYtGRUbIo2fQZY+Iq1ZhKaZuEAsriWaL+3YNtC05yFQeWjSuz2lB98tcThVmzq8y27DBTehxOr4Cn8UamuEAZIvhKoEhZYYk3D5e8y9f+ACvvX6b1964Tdd2fMzHfAyxLQjzFJLcEsCZpWDXWZ6u38pDCPj9xv2ArV2Uuhy1termym2y7h98YfcZlw4xXUQOf78dbftmqQJrGUSToO4CEPZa2RQKz7TfuBZvViiBac1zukrLWQVbTOIaYnrgkyle3SkJCKn6qVnU0XjMxHWllEKC0dIFJTYQPIpZ/e8S27TEBcE6RNi9iJMMsrX4ykIp9xdjQFNy8vgJdpUGNFnaZgoZopmn3kCi+sXFby2AolZQ0YnqPJc7+DxE909VIkF04h3zmZLZ7yrZzk9dpk8dxMvJifly8uws70SBl6yq1xdj2rpXZTUkXvzAa9x47RbrIbHe3OEXfundtIsFb3vuObeYSiJJqs/ZbajZZmGPtKyVSfgmy253PIxZvLu+d63Oc8f4oq7WUKkTqOCvoDy8eb87LpexNYuHzjXx/Ibmv+f/NuJwz1wqOROTwqjxxN3dTWbNvadd0SdemG15ELTkqGoV1TmYACXGPHstKeJ0L9buNFGL/BshtksYjLo8k10RjYQcakaUhbCCf7ODGLkQ0kXa1ulXEXSYeKVK54Ipp5iJDWMcSTmTnIeqXLeBbrNsKMF8WIL77q4VBG+EbjeaC4gmYMTxuQqkhOx0OOKValUF137NdpdTYUctfdwyre35pNEyrvIs49VusWwHdk1jVoak3Lp7yi+/8AFOz0aS2Iby8qu3aH/h3YhEnn3uGVoxX100TJfnlkONKmTLoS4c2dv4zRRaepikD5uri4/ZTV6ZH+vu//TZHUGfLJJ7kxA8aDxWId6Np+3uUHO/t2jfYuJtWRZMftW2ADM7ajbmJk4xwYPW7CdUJzGtsH9J1p9Mryru2VJK63eLxYSTJutblJ0UEAOpsgpjshyj4MX4SIFYvBevqnUsJDHmbJ0e3CRNORHxYncN9lEAACAASURBVP+wjR3AlL43ydKU4FI3sSLAOi0cohhu53OSHWOIpeF28Xd9jrKpSI9Fq4WjFEpzt9mE208I4A3i5umvZR0YTYKSsBpu9UwwE+byxO36c7a89GGAl27c5satO/QjlmSSlTH3vPjya+Sm4TPahuefe9avyUz6io/sWoYwbTxia0B9guZr9VHG3KTeFd5zmlx8nmYh1en75qv+zY/HIsTmP/qkzRb/7g5VUMvCuGF8VPMbmv4136XKZ2E6fmvyZg9BVWtIi2jlaP4O2/6wusr3c+2YM0UTGbijDJuePPYcLVtELKvL4rQNyfOCrW+mEINYj2G7EQfKLAdZdbQ612QhNeu0WJq3TRlq2cnvx9EqcVJKVtrnWUfFNbCiBK1zm2FrgUlQQ5bqdaibddvzPc27f049cT+XuRHnoi7eRrQ65dhYvoBO6ZVjsiKNhJKC9XDKBRrL9lPnHkP8s1q21pgCd1cbToeBIVnISSRCzmg/8MrN11m+8AKHB4dcPTxEJGHFBUWQz6d11rRbf9Y5U+f7Qcjz/cbDmd4To4f9PRfae5jfjzguJcRDZbWYJtA2u+1Oh5NPi5nQUSpZeEmQCLv3YM4MJQ96MqvVTen5cfNddaZVdTbRWva9krTvOzeWVlm7R5TvLOYkgdPTU977wntpQuYzP/VddDq6NrevzxlKuoOkjOVLuxAES5CQ7GGwLJbqmBNNbL1MjnrtBZm3sNSIamQcZ0CdE6mX61aA6GGxENB4nvN7GAZUlVhQc38QZSGXZ1fpYy6I01tr1Gne7H3jzbLvMUE2yh3PH6/zY67EmLIVVdSHZ/Z1yhlNyjBmJB7Qj8owGO91LgUm0SyXzWrglVdf5/3XXuJTP/lTWHQNQj+zSLYtw2nTn5bWJeRla1zkG2+BbL6WSmRCLvzc5VIu4dKaeHpQ/swoGlAkmN81uyFrTyBmWpQYML6g2EkUV6W0Sjk3OcxNygCkHf+myHaJKQqIzsjoxX3joqGM6C7XewhkbCHcObnLu9/9S7x+4yZXjvbo18+z6Oxbx6Q0sTFQpjBdakZKJCYI5AmUk5wJ2XpWaVaIuQruHPGd3IamuhtjioY4e/eM4iKEBkIbalhKfFOY1kWmaaaWqtOepn77UlWwlTmHHSG2OtymCZ5vjX9vpG0bYigm/CykpZRMGUPLB2urM2Z1IjpfuDlNedxjYrE4ZAxd5TBPySbSgwFoDIzDyNlqzYvvf4lnrr+N5992bdqMZtjMZE7vmr7bawjenBbcdRWr5hfxBu02r5UEcsv2OX+uy4xLliJu2/eW/qq1r3CoAltCG5bdFGemjJba0HKWYmbN7mvX5DGTaAIkpEitXwdo1eCFmBwN1kJUQUra38znBS94yG5+ZeH4+JgXfvn93L59l3HMnJ2uWK/OuL5cogjDpmdUpWla1yYCYiwUhGTZTt66xL1bYixtQJXS8bAI7lz7mdsBDQ1jSDSptc3COyUWzRNr4ojf/lzjhJLbPc2xacZZpZUYK4Z9wDbAponVzJ+KRGwzsMqvZqeAQys2UoQ4pcyYEuNglVBjP5LVaJrw/OqcR3K2e9rrFhxdvUIaO39mhQo5O7iWSePIZrNBRLgtx7zyyutcOdpjf9/TZ2Y4wRzcIhnv9fYGOV37Zf3SLRyIKZNRZfr37rBN4FJfW8cl+xOXhIwpvhtIExK4VcRgO3rcMdOmc2l9CHPMDs77HmW3FQds5rNhr52fONv5qVpHyiYj1F7GqlqbZB+fnfHu977IjRtvkFJmPZhJK6K0Iv6AhLHvXegiOWUGzUjORisjQswCQS0mSyRpRrzpXErZ52qugbfNslKtk4IV5bdtO1uIXn5LWRBSF4cEQZpYw1moomOqG2CZdZFCXGACU8AnEaFpmp3IQ7bWp47cb80tk/DYT64pnWMaDDfI9pxL9pzlRyux7Ti6eoWuW9D4hjd5SxO1TkqJvrf00L4deP2N13nu9hFte8SimVl9O8+9bHrF0jgvtJP7Na2hRx9bAO2Oz11cubdiXK6KySsOLC9XLKZIqLFfoyidC6zfynySXBMaVuOLAW916SVkuwBE4fOqk15P5f+q9cNQSbGkVN3YB+LM1M/OCJEzSIycrda854UXufHGMZuUOVutOTm+TTroTHuiSIgsu47TcU0aR2gsWcKag0HG+ac1ENXZMjGmCcEWpJRQUDAwrPj6tuCCa4+GtrXz5hpecisEmVEFWeeJ6hqGgHSNCTHRgKpWK0G6T7QvtrKIM8PYA2PdKELZE8WI/YKEQqgByMx0LeG8XAG5vh8YB8vxxjVrKYIwawSaEDjYP2Sx3EeaQByMvVPUVERSxdDnqRH9ZrNhbzlwdnbMjdffIEblmaeu0IRgrCs7RTJlbUydPLblfUoKmeuDXTV53gyvn3WcpWrislbl4s/Pr+myVgBclu1ylqhRYqTiKT9FG+8O6yNsRN3G+CEeJHBfS0tYoNCZ7u6MJfF+Fioo1zP3v2eayb8VjVMmFOWBFjBHoAkW/Xzx/S/x+s3b9EnRpmNM1st3GIX1ZkXWJYHIsmtBlbP1Gh0EaTszeY1S0q62AHE5k0XJWGJFk0fbqBQzFz2MU4y7suhMS0YP1Ji2zq4tjcu58c9aiqSoL1aRKfzj9LlBLDvO8AudejnrYBunCE1syfNySinzaDFrC5WMO1q3+LZekpozm03Ppu8Zx0RODmzl5Ah9qfEO7O3tc7B/6Iiix6fHwZNbpObBF9epfHYcR3KC9Wbkxs3bNE3k+tUrNCESojpziIF/NWEnKyLZzfWLEz7Ov7Ztbs+tjvnvGtuQmb7dXrZv2bicOV3MUiYvowBUQYoBUeLAxrhhm7qV0NlitbvzRpSz//t3zMCq+UxUg1CtemcXaKiT6TCyOvta0fXiGrCsUyUSmsgL730/N165yWY90LStMWTkbOVxyWO9IiacARbLjqTK2ao3v9Zbk2htEmax0lBN/EwgkbKxN0afv6wF5JvM63qfgpUI+oIxClivgZbgddxClAbEk0gQRK1DpAZHlGtc2lHcEhqr/rIzUagAiVGT0c66qW+E+4ZEF7O7JJkUdySlTN/39H3PkAYjWVD/GZNpVgck20XDcn9hqaNuhkiwDdwajwPxPCRUKG4zMA6Jvhdu3bnLYrngcG+BSAOSLLwmxboxri4D4oQtGKVq521gYdK4unVcFVydylfm0l9twLnLMcvTf9zjcuY0SkGZC4H7uVBREeKyOInVzpj8QPWJnT5cfDud5WMbQ4RQo/eKa+VYPwPnfejdYW9P36lGzswrL9/g/e/7IKdna/b292mWe9x+4w3OVmcMw8iKkePjU3J+xhMkTFvsLTpEA6erjVU+xcaoilTRLITsHNZBjLkyCmFIEBq3NpJrXbsei6dmQjCUNmSvt3a3IzCvwZ4JvURE3GdWR2slWJ8oZydJLnRZE8y6WNrEGIBUfOViEZjMiMdsFUkThlBM+OLjD8PAZrNhGDbW6D3lmshRwnAqBjQtl8saYrMlYSmUQamMHeefnW3oXdchIdKnzFIaUhJOTlY0oWXZNSbA7ltUtiYts7d7zuKenV83hbxP7/FZfI7ml1rQ9223cbr+xz0uV08cqZp2fhfVmRepu3+F2avA1/D3FlBThtbtffpbpCC6bE2Kouc+Oze/5q/tHicSCbHlzsmKFz/wKqdna1JKXNvfY1C4desmm7MzUhroRThebeizshdKTahR6XRtIGnD6dnaFn8QJ9YTIhmSWYwpZprGkydiYBGkJsoUy02xkJUOIyFBbGYaauv6ixXSQgiO22UzibOZ9Y164oim2edMgCfwCP9bZ38zMwOmRVpapNRQjiPY2cnbzRfuGQYrFslZzYweJ8CsW3Qc7O/Tti3FXDJfGjQFomKbkO/X6qHAaX0F9vaWLBYLs7CkQ6RjGIQ7d0+RK3t0ndUqFxfkXChoax4vfr0oGcM2ZljCziihpXsBYhOG8daMS9YTT+DQdJGuLbwqKcSdVMv5zZadvZ5j21SRmRDbsFVevWDXdpnJdy6nTmnOa0x9v/yeqICEROTVN+5wvNkwpMze3h5NjLz60kv0p6ekNJDzyKaHW3dPGMbMsmrzCS3rmoa+bdj0vWUzzTofhGjFBlmVYUio9ghCI4YgJ81IGmmITjSoU5ucbGAYOROxRVyYPVQFCblmeqmokdgFQbKQ8kDuE1Z4IXVRF3tSq0ldKRHq5lc2SPHv1Ox0Ri68JWmlEMH3fc9qtWK9XrPZ9Izuhgy5kBMoXdNwsL9P00TTlj5yfdY2n4WrNKi5beUtEdOHbduy6DqaghlIi9KwGUaOz3oO45JFY103iNubAGwnWOxmeM2Pm9gy7y2CFYKBOne7OQ27o1gx95D7RxqXDDHpjDdXncYmVGHGf8+1L5P8TufR0qtpRqIO1naznEVMRdUc3dkzzzOS+okyVrZKI/1KDMAJoR5PhlsnJ7x28zZ3T04YxsTbnrvOa6+9wus3bnB6cupAklkA601PPwzktDCQhBkQFZS9RQuOwOaUCE1bUdmm8RgoMI4ZpXdCgYbA6E8j09TYr4NyaaSZzWfxPYNUMho0j1ZFheVio2WqE6JGhp8d3S0yPK1LT5Dx0FPRXAaiKZrcEE65Cr21SbF7TMl8/NVqzWq19gwxS6dULzMMgMRA55Q/sRHfVObrwJ5R05QO0YZd4AiwLQyrqmqbhqaJLPaWqCij2vpLnhXWDzY/i84As5ozT8mZ31Ya8w3ZFWv1neeafHs9+ToN8xDhzN8WO38JZdomNF+X5bsuJ8mXQ6d3dyff2UW2UwkLjawJsXrmVtkB7bjsqCMFLBAXudlNhhKXdg1cE0MqUp3rArdddLu+uZjdxayLwehiPvTqDe7cOebs7JQrh4dkydy9e5fNpp84odSyjoa+ZxwzkoQQFa8PRCxLhDZG8qJhs0kMg4FijTN3Dnk15Rr7jn16duYb3NL8QhEEi8UGcABJSDIQVNBgzdCkoLaUPGcL84ib90ktrKOz66fkWYeiXSbShXI9NlczPzBbLXOpY06e/Kwe401J6XszoTfrnvVqUyl4jNsvG5ldiBzsLekWHaWdiUm2zaFdgwnbctFZTLds6ra4ANsMbSNUshPtp5RYrdeEKKRh4PjsmP1lx7WjA65f26drY11TOIBoQKdnzomtLvuOCazbpcSdu2dllHCSbMlD9QPmduNMgZW1+StAE+9+f10aWdFajVN29RKOOn+ekp1T/j2Z1NtZTHP/uJjSuAZRJyabp9yVuOJ8pytJJ2hAJHKyNvNrtekhNDz9zLPcuXWTTd9Ts5BKq8ycGIaeoR9JKRMbasFBQd0JZvJGhDYGy1ZKmeh8Uqqg0R5+8vs8PT21dpe5QXMgy0gIkbZpCKIeVw1EIiGolzKGWXGHF6Kk5GyxxeIR0tAj6lmQxhRAadpdc8illIRaO9hiRievHVRRxmwNyVNKRpk7jvWngFnr9ZpNv2EsgJlfRgyBpmtoWysKKaCtYUXJriLbwSFEjg73aAQGEzWmoCIWdgpCyiP9pic2PU27IADD6PnZA4zDhtVZz2ZQrh4esb/X0jWKSJpxe7nXrILVJU/hL5gUUFk38/X6YNmYlMa9TesiMZcblxPi+24jU2hi9hK7+jtVE2bytUoZYNy5QXvO08Kr+IvY/xRxUvNS2ratiacR0bBkoONsWDGOQt9n2m7BU089xa2bN7Ckgv68NveHUErsBJ0F9YvrIMQY6LBUvyEZyixuZ+WcrTDcz71ebxCE/YN9VCMarRg/p0T0DKkgls9tzcxLllz02QxeYODxW692CgSSZ2nhmto0cdkDs1sRlv5qpvq00JIm63Lp91fis+p4Q9/3bDab+nvTb9ikkeQaPmTLIWjbSNuadrKm75FgnAFu19umnMUQ/IODQ9qmYTP2E/hpd032GnTNynq9RmLHQgJt07FeD94nKtJ2LeM4cvt4w6ZX9vdalgth2TV0XUsTjfbWStkV5utwplDmDDG7WYZ+0DYu9DhU6yOOx6qJpzfsZmLcza81Pzc7s4GqLdRqMLkAzw2oaZRUvpJuKZRJr42a1SuKsm7tePPcVkSQaCwcJ+uR23dWnJ319JvE4eGC9XrNyckx4zgwDF4dMznmJlRR3CWY/KwCGEUEmkirICGTxYjhtoAi36wkBFJWJA+kNAJKODw0CzOYWS2uHYySSsg5MQyFr9qTQQiTgInzWGX14gupm4dqqvW2ZjVMedPjODKS6kZlGWXBXRVlTJaBVVye5Ej0arVi6HtWa/eHdbQknmA12EEgWiNFQlBCkwmxMdN5bn4CQQNRAoeH+yz3O47vrN29EBCvBiuuFBMB4TiM5KT0w2hsqDGw2fi6CpnxdM3ZekMbA3uLlr39JXt7meWiYdG0to7IdaMr68mCfWFLsOs62hkXCfBF5vdbMS4txFrQJX+lJHoEf7OKsE9+zngesU9dSnXR1ZhwKd2qZlfRIlNSQEG1lIJsTrtnngtxMetkimUjgX5U7p6uOV1tGIaESOSZp5+iH9cMw5ph3NQFrO4bBZFaVFB8oAJ8BKa0ySBWJ6wKTWigKeV4o4eTHE93Rg0RyEPm5PQUVUNwYxNJ3rEhSiQHY9WcGrSZX5mS3eA4Ji+OSBXAiqGZ5QrPNHFBtnKuQJ+lg3onBfcJgy/oVIG6wqlm5Y1D3zO4Fl6tVrYRScayAQxlb2IgBktzDaGkibofz1QGORH5Jfb3F1y7fpXX7x6b5VVwh+JDqvp1Wr+p4LnfllBmfOApDRUTCAHiGBmlYRwG1kPmdBU5PFhw5QCLK/sana+dUDxadRxG5FwDtDejebfTkC8/LifEeRIcmC1g/wmU+lwwk0kqagdG5GZ+l/lqxX8OiqdxFpTW4pAFpZRi8pWH7xruwmB9yeP2elQJxsRx9+SMW3dO6AdjXmy7BV0bGfpjLGbpAqFaOasEMcI8xYWvrfeWZUZd475/jH6sZpJarnTK3iFexYok/JojMAwDJyentE3DomvRrmUMkSYEYmxomjSrxrEkDzNPxSyYYskkr/P2TobzUfEEv04d7HrGsSelKTOukDaAxawtlGTdItKQt8zo9Xo9tYMVoREnbwiBJlqfp2lNTOCkkNEsbq7bQsmaODjqeMfzz/HSq6+yGhIZCyOJTt0jY2vpppvNBgmtxdJjAwHLLMuZMXn7HoRRM4Nu2KRAkyJxrZaRhkLYY9FKrSwr69BXWwXDRCera1pgFyR2cG8/eBsku3ds+VHG5eLExdLckR2REh+Wrc1m0o7ld/LKmlwR7N3G4aZZjYrVDEgTwvnizAUwYtpU5ib0FBM2M/ru6cDrd47pRwFpkTiyt3/A3t6Sk/VN+vUZfb/xrCbTHJFAG+DZp6/TdQGvWTRFXx4k0w4bJFnNJYUDywk2gvFWZxFids6MmsOc2Qxr+iAMQ0caFrQx0jaRNo6k1vy8Mj8hmICUvwuukNLcp9udy/O0wdk7QhgJQXaQ0E3c0Lj/PIGFw5BqauV6vWYcB8tRxrP41PzMKKaBJQgx2GvKSLCj6jIoa6Ro/zYITz91xOHhHsPxBjzaMYxlYxotXh4jm82G1FoXDpEIi9ZCYiUmjiA0ZHwjzaDJG7Sd9ZUV5crRPqKNxevVUj4lekcJnUguyvPeSh5xBXJhM4Xdtb8lJ+deelPj0uTxW/4mhuLFGGvt8EXHgj+3rK7NdfbidOzEZ+0ZQVjcsJS0VZ9Dpwyt3e8BKwkMYsUG/ZC4ezYwZONVlijE1lHgYeDGaze4ffsWZ2enaHZkEuhEubLseOapI7pFW8McVKsASt9hi2SI4zWjLfAIUQXNVoEQspKDbUaG6FvyBK4B+nFkTBaeamOgbaInNzSVQD36pherVrYNpPjgD8ogAgOrrJ/ywNQDSuuzDLGtwlt80JTUUeneNbi1FI3F1ZhRDpfrKjkCU+ae2mZsF+RPSggJ2lE56BquXbvK8dkbhKbBehX3iHpppSjXrl/nbPVadaFyGmvnjzw6XgKo0yXl0f3oYXCMwS3BGNGmZdFG7L+yq9g1qzLRTu0oGUtLPY+/XDTXZb7r5x6Tu3xp8vj52NaixczYuVLFTJwJZPabcebIgH+2IKXTblfCPfPvzynVRT2f2Om3VD940MDdkzWbXlF11gzX303b0YqwiAZ2WOK+aWBRaBSevXLIU0eHNI3FeksRmlmDJf5o1oLdhlPeOjPjGHC/3/zsSPYOFoVD2iYja6Z39o8YzSRte2Hd9yzatsYmo5rvHZ0ZpFL0qMwQ82mupPrqWjfJyt/lCS1mXM8229C7r5irMJs2NncjpdLFwp6RPYuSU2+auPBxm1a2Ioqs1uFjlqZTF4imRBMbrhwesWhPrXWNd74QVZBADA1PPfMMr9647YU4VNXWxMhms3bhM0vKeMDEPDfV2g8qhEjfZ85WiXGAvWULwQStUTHAy5vKCyawGdfUFXSbwNs3My4Lfj2W/sRg9xGjNa8ufnA1tbcusiQeOCI4m4MCIkzHldc90UPEOtMXpHdmFs7peex63JeRAEQyDUNW+jEzDJmULKF/dF+yaTuWTUMpKlCn/ckSiCpITrz92ac42N8jeFJgEEsYCJ5iGdRqekXxhRtItBAzWUc3qS2Wmws05nXOdo9U39oDL15ypyCWmpmcLyuI0MaGyLR5GfBW4ry7z2eylIAqwJNAJ2qjtEoLbAJTj3FEeiy50nkGGDKxuUQvuihNAWIozeSEpmrmkjqKbYa+uY+q9Gkkhoauac2nbhaWrhotxVNRy5ojWEuYnK22XctqMXwBzKUbh8Ezyxx4KSbyqOTGsufWqw1jtJBc2wiLpmXRWCN6e9oGsNWEIawSbxucEhDvRHIOtNoOXdnv8pQvJ8iPTYiR4vt4K1LXUxRrWSpGysRM6GRUcwdffVf3yZ4Wn9HFVFAsmxgUX+W86SjVz1aNjEk4Pj3lbLVhGK1R15CU0duWWk6whSuGfjDBCtHqcxGevn6Fd73zeZaLFpGmXpt6zWtsIiEHS7awDztRniJRLHGlIp0DufRw9jkxIZ6Ez0v8aybbOo/IGOjcnB5zpk8bmxtHdgvjxu6CKNzVJVNobkpvLywz58tUZs+82qYmHkmFs08EkcZNZ6f6CVQ0OhZf2BNsAhMgJwhNsGqvUjeOmpbc9AMhBBZNZ0i3a++mjeTe1sbrt25x7dYdJDSkpCTJhFB8U6HrWicYtPspwKiBVLZx5JwZ+5ExRvoQyDGSRmPtbMKGZRtZLjv2lh2xsWq0hkAbphY1vgtN1l8V4O31OFc8s1epm+UlxmNL9piTq527AcruBIVFosBQBbovO5JIOe8kxFN4aNfn1a3vmszoQrzn/YSIpCwMo5Cya08RmijkHJCckDwyDMrJyTGrsxVRqHvu/qLjEz7uHVw52qNrGr/8UP2h0XOkbc/Smk9d5yYKOUcymSAdYyghoYSKt2LJlqYYMYpXmIqHRGF00GrU0TUfloihUxOxYi7P45PzOTPEdQIElUK8oNWMrw0AmJcRZmdZKWV903Mpz8tMZ+PNlgAhZJqgJtBiAhzF0k0N/i0Le75SAjmPrPs1kFkuWg739uhRoghdE9n0AxlhuXfA829/nptvnLA6XZEkEePIMGwIAfq+J4S2Nq+vmxRKyhbREAlGvbTu7bvbYsFZ6G8dI20/0q5HFl1L0wQWMbDXCotWaKLlzpOND80++ngQ50cZl6sndv9KZJc7a3qw9qASqueTxE3jTvxQk08xadGCWBfArGgEccYGSWFrMQTnlDIgS0gSkLBgs+4Z+kiQjsXCaogHD5sYZ7KiASOdV0UztJIJmnnq6BrPPfsMsWndPPfFnRpijJ5fndESWdSCXCtTO1W7r+BzlWWEUNgrJ1bHebiOECBPc0JWko4WR3dTXl17lQU0R0nLmM+ZJVnkrdcLQJc1Wyy4xPGz2A9C9k0tzBbp9vOxSq0QPF4bIjE2bCG2ZT0UXxJh6rToJv44sul7Zy4JLLrGiRUyIUXf74WzkxUfeuk1Visz74MU3utc10HTRJrGrKacM01TGt1lsk4kCzmr9WvGcsSzJxwFGWnGTNPDuk10bUvfZtYBuk45WAb2FgvDKLJbRHXzn6ydMtdv1bgkPY8jilsCbFq28BnN2RIc7jLTuvhCs55LBWWcYqChauF5q9CycQSC9zKatI5IaTpmoaiUIjG2ZE10yz1CTpycnLIZ1iRVVmcrVqfHHHT79KNW+hgRW7CNRN7+9HUO95cW9wXM8DW0tmlbQ9g1eKGAm28zaqFyvmJwaUl6EKmUr+JaLmQz+WzGlOwYQOt+XMrKMA4F8bN7LwkczDbJ+XNyV8f+sBzhohBhvtAmviybS8sCnyBaLBtL4ux5exJHY9ooxuA/TdWC9djCiOR3twsEqSr9em2mry8SiUoTQHO09jKO/i8WLR/7zndxtoHbt25glEE4CJdckVA3talJga+vnbWcNSPEej82X8aJnfsNOTee+GKbwyYl+gGyNiy71q4RdX9fmfeIerOA18OOx9KfeGKyLEJUTNri7RWQawJxmC3qqoYIW3S2wRdfWQjnQkfloTl4Zuih979VZUxK6BZIaAlNZthsuPnGG5ycnQFm/g2bFWnsaZpD9g/26BbLGfCmXDk64Nq1Kx4uK0ibGACmVrcsvhNruV/X1nPqm3KrlswSPfVwrN5wMfEyCUkFPShCEi0+mi0+LVG9xM83NRLjOPEtF1xhekauuVEQS+8sG+X8OVaA8ZxLpA66FXenLNbi/1p4afsnEqRhSkiJiDqrixTz1jRyKXJIg5V5moXvMxPESffdxQjG47JY7LF/cGTziDhOUTKuqBtn4fKaLEOL24tawURZZ5rNxWqbxgFau7acLZyWFAPISKTcGA/ZCOhAvxAWXaSNQhuUpjGLrgCEtua9sDLMc/ofj9l9SSHWOjm2exVNtK2Byy2oWme/0vS6PMQiyFKBHf+QzgAAE+9JREFUrGmn3Aqqb/2UXVe9T7gnTCRl01tRw2K5z97ykJGGIa84OT1l3W8YxgFBGHLi9PiYcViR8tVtGhm1Ivqnn77GYtHZ4p05uyLG+KyDgUGFCL7CVCEguTBgTIu+CGVsnEPKTVyrEPLZcHRZ1Vk/RawVilibGMnRCz1SMUg9jdFCJ2WubcxNa539TKb3RaG5KTznz0eUpmzY1UoKxFioYB3Mihb+if6+YH9P+8Uu8GMaXgsLiKd2qqPBdccvmIl/drPe8P73v8DJybFlcHlyUTGnzRJoZsJr92wW3dQby76+oPPW8M42QgMJF4uW/f1ISmbmpzSQdaQXYcCy2fqUaIeGtg10IbNsG5bLBVEKW4ruWCDz53F5H/py9Dx1YU6vlWJukBlbQ8Fdi+kb6tHI1IyrvFRvV7fbwRRze9LIAcXiuVkzfb+h7wfOViNNe8DhtStoaOk3meOTY27ducPZ6ozRq4Nq8b5mhmHF3ePE3eNj+mEgkll0C65fucLesmO57GiiiQwaCFpMtBIthuBVS3atAiE6Ewd2nEBNMJFsWsG1o9VA53pcITVQzyBSVfAEkwDk7GE1sRSY0qBMPLlXNVRtJJ5NpRVELII6uSvltem9YifNQazomMP07Cf2FghRLRnCKx7m52b+3cWKohRTuBBhKaOCCXXKqRLvV/p7301j1/Jx73yedT/y0tkdQGjbZd0k5yg4WLzdQkxlednGau1WqQUdjRPjF7cipZEQoG07uq7zjDGtVVzrYWDISpMSTYp0TWCTEoNmD1FBG8MkzG+Baf34QkxoTQ63MrqJpUMcGKm5xeAmqZnRmbFOuIlEqosSDTPzw/y2wrIhsYUk9OOKk9UZZ6cboCW2R1x7+m3E7grDKJyenXL79i02mw2qVHQX1yiWM+xCWYA54HB/j+Wio2mMz9gyc5wqh8Y3oHL8PXbTSh5YUF//v7jgixX6Z1WCNwPPKc/oiUwjBcvVnNBsX9qm5UOd2GKK2lwV/6+UGRZzopQynhfiuVaYsqumYw15to26lFzGWH4bY6jEiISG0Nh3q04bvZhP4dVUkw9rmWMj/TAgIpWfOsRISOZjlhi2iLK3bFksGij54VJ6Pqv7xOKaNYBGQmiA0fm7jXNsHk0fR8tcWyyW9V4VqdxgbWt+eOe9p1JKtG1T49EiRpLQa3bc4oxGlK4R9pYty7ahCbjZP6W4PI7xWDK25iwFUSwm6kQugBAKP4PiOba59pUtYmuJBpPvYCPYwp6+0cGXhNKgWMho0yvDOrBcPs3e3hGL5RHLbklKwkji+MRYO1SzL8LgbJHKphEYiyawFMOuaWkks7+3pG0ttBC8jhURT6nMkAIa3ISNpXCthHhMi0YBA4eKn2xMHaH0ogqFrLchSa41wdYj2QVPMeELRm1rZqHNj21KZW6Cs4NsJ8IUzGFKGdT62bn2vSjeXlhGQMABn+ITmxCXljOe6OP+sHgBhOz0PspJCZpceF2QMSaSzWaw+/W5rCWmMw1u5ZfBiz28IiwbKDWp2ckvLvn7U669W08hemjOG6/FyDAmY+jM9lyCRyzGpKTck1GW0vl6KJbJFB2p+eVjtqwvD2/qOpAHaJpgxARzTnbfpC8zHosQ28VbVc5cK9WqDzdf7GIzFHhfpKa4nT+3oXsVeUa80ZbagpZI1sYSD6Th8GiP/f1rBFkgEqsGX/cbbt26RT/0dl7nnxrVTLfNasU49KRxYNgENGUPTwQWXcuiNQK8GH3TqSARqDjzhRfaB7F5KNqnCh/FYy+tY9xMLvMl0V+39MycIIqiQUhZDOyq+tQWrDqVjYWpHDTxz+wKJ34F9vcczIIJPRd2NbEd44XxUqyUaEkwAaMaipEQg73mNUoG4idCnlk2Ugzb4v96eMxrsvs+0Y/JmVKcATQbia1qoFDnCSZg159+iq5d0I+lHn3CVEoSjlkpBgBCsoYFUlDk6I3PIGWrnc6eUpnFeLzM0jLSwZRH1mtbf3u+uQuWr12+27prTl06SqOEcVRWw0gUSF2kXRi1U80DuJcV95DjUkJcKzu0sFWI0SSVxeAbY10YYju7FJ/Yze4JuCgaxuK4SHWp6+WWlprrPjHkTD8k0IbYLNAMq2HFolsSm4aUMnfu3uH23Tv0w+BUOT1gfmZKI+vVKUGsxG7RLei6BSKB5aKjWyzoFgvarrXF6gkkkWgPTKyAQxXGMdE0tuNr9GVVEeDytxPYmVI2ZHvmctjxE+mBiJBm4IfWCTX7xjKU5D4CeN7Hvej9QrRw8TmgNIO3AILMzOhA8Gyw4HnRpTSyLk/fJKpJXSMJeFzcNN1mGK3ow3Oac4Y0i1NX7SVGkrdc7LO3f8Cy66wWOnQmpEyWoeVLm++tjnCLC7Ep9eDfldFo7w8pE1KyVqoYroFab600JobxlJQSR0dHtG1LCP7M1W4ohAacElgxBDxpKl/HZhwIq5FuEdjfW3paJ3WNvJnxGH1iKtJXxgR6zcgBLPmQErFRt7OnkEABi7xaxQVagxOjExmGzPHJxjiVxlQBiuPNCSlBt9gjCazHnlt3bjMMvZvLiWJqFVAmRkuKT7XpViAGYbHsrMFX7IhNS9O0NK3RymSSpRliC1vdwrBk+2zmmJR49Wxy/M6tsyDE6GwcM/bDAswUAoQQQw2xCNkXjWkr1an4YjbZda4fJMS7vnABq6YhlHi9babz48p74vNYap4LuDevoiqCXEzdaeO27olau2wgTgOUYMxukiff3MWSMWLsODs95fj2G6RhsBzyYL2rYg052XmMKVjqRotvhmPKHu0yFFqyMuaBcRzoOmvHo1LSiCOxaVjrmjQMnJ6ekHPm8PCQrmv9+6aNG7XNo3BzJ/X6eDMrSGPPyXHP3eaEg4N9JxCMvNlxSXR6u5et5fAWRLT4G1CUsrkl6p6IjSLy9rylho2iYAtYIioNY4qM3lSsH0Y2ffI2GsI4jmx641Y6unKdZtGRBdZDz+nZGX0/OB+zEqNn8Wjypl0w9GtQZdF17O/vs1wsWHQd3aJzn7ix+KFTqc5MDNMqBaQjo2IlhdY9cJ7mOCGT5i4KqpEYIYvzYOUixOoMIKbxVJVEQrJ4y9FETvg1eEWYbyhz02wLZb5AS2+/T0XbZ0cxk0NzJWLJC4iukZu68ZgQRRcgv2udElHmlpm6GzLmkTTqVCeNAV3jqOQkzsmd/ITZ8wYaglqRQo1CMZX2lXsqCR7T2nL/190W69opSNOgmo2hdOwZU8dCOnNbdKr+OjjYZ+gDd+/c4fXXX+fk5ITDw0MO9/dou65+TwjWoM9ANK/+Eq0ljllBcmQclJPjFZvVmqbdqdt9hHHp3OndrvJhRuRuk2od7eoo2UjnFMO02GKMLLslbbcgq9CPkXHIjEnIGF1qiIE8JjabDTln9vf3WSyWNE0HYtU/xycnzhttwq8i7O8vTHOPuVblWEndSEZtUWJxxja6L2yvWLgjlM4JHo9lousxwARLylATxLKplXBKFRbf8GyhNZVjq2o6AgmdNj4pgazdWZv7nMWK2RbcewnwdozYF7tM/nuJyVrZpYUJoydvlGwsMyl314FnjOad6y3C7PeRsuEC6vS6wBRGzIb25lloqiRugHB0cIW3Pfscy7atwmt10YmmibRtV/1/dUFXVSeGKK7aZPIjoabQjnm7HLO4jTFGmuWSIIGzsxNOT8+4eXPD2cmSw8MDFsslIQiLrqNtTLRKP+lSARVFsLx7A7iCK4K83efgkYa8lTmdT8aT8WS89ePN6/An48l4Mn5FjCdC/GQ8GR/l44kQPxlPxkf5eCLET8aT8VE+ngjxr9AhIu8Tka/9MH3XFRH5ARG5KyIqIu/6MH2visgf/HB816/m8dAhJhF5O/A+4DbwTlUd3qqLejIA+E3A2Yfpu74K+C3A5wA3/OexDRH5DuCTVfXzH+d5nwwbj6KJ/2Pgh4CbwJe8NZfz4CE22o/U93+4hqreUNXTD9PX/Rrg51X151T1FZ2KkR9piEj3mK/r/xfj0vN2vtj+/A8m7O8Fvhj4GuDvPcRnPh+LmH8x8JPAGvh54F/bOe6Tge/HNPwt4O8Bnzl7/8uAEfgC4P8BeuD3AB/rn3sdWAEvAH909rkj4NsxrbIGfgr4XbP33+XX9+8C/xem9V4A/tAD7qtcz+/0+1n7/f2GneO+CPhnwAZ4Dfg24GD2/qcDf9fv+xT4hfl3Y1bP1+78/T8C3wK8AbwKfDMQZ8fsAf8bcMfn8tuAbwTec5/7eR9TOpkCP/KI8/cHgL/t9/DNF5z/T+ycX4Ev05JvC/8Z8N3AMfAB4Gt2Pt/4Od47W0Nf+RDr77OAHwbuAif+jH6zv/cJwN8EPuTP/ed2nzvwI8B3Al/vz+828A2YLHydz/8N4Bse9Xr9vv8r4Hv9WX2fv/4Nvg7OfC7+V+DqA+/1IYX4d/uNNMDzmCB94kMK8b/EhO7X+qSsgI/xY94GvAL8ReAzgU8F/hdM2z87E5oM/FPgtwOfCDwL/CDw94F/xRfUFwBfOvv+78MW6L/u3/0tft2ftrMIX8AE+ZOBP40J6K95gBBn4KeBzwN+PfC3gJeBfT/m1/t5/rx/9xcCLwLfPTvPP/eH+Ov8nr4Q+D0PEOJbwB/DNOfv9+/4j2bHfKsvrn/T5/IbfZHcT4ifBf4G8KPA24GnHnH+Pgj8Qb+HT7jg/IfA9wA/5ud/O7A3W8yvAv8J8EnYwlbgC2af/ys+V78LE77fjwnUl9/nnj4d21T+OvAbfb6+FPgt/v5nAv+5P6dPAv5Ln8v59/6Iz92fAT4Fs0QV27C+yV/7D/21L3yU6/XP3PTv/STgU/z1rwU+1+f2dwC/CPzVxyXEPwD8+dnffxv4Uw8pxPOLb4D3A18/26X/yc7nBPhl4I/MhEaBz9057meBP3GP7/5k/8wX7bz+08Bf3lmEX71zfSfcZ6efXc/vmL123T/3Ff73dwM/ufO5L8GE/+P97zu4RrrH97yP80L8gzvH/DDw1/3fB5jW//KdY/4J9xHi2cL7+29y/v6Hh1g/34Fr+J3XFfjWndd+EfhG//cn+Jx92s4xXwf8zH2+77t9fYSHWd/+mf8T+Euzv39k9zswrfpzF6zDb36U6/X7/s6HuKbf68/0vvfxQGBLRJ7HNOlvmr38V4BvEZGvU9XxAaf48fIPVR1F5Ccx7YOf87NE5GTnM3vY7jkf/3Tn7/8Z+HYR+UJswn9IVX/U3yvn/9Gdz/woBuDMx8/sXN+rmIXwoDG/r1si8guz7/104B/uHP+PsQ3q12Eb2TcD3yEiX+bX/4Oq+tMP+M6f2fn7JWzhgAlehwnt7nV+8QPOuzseZf5+8hHPvTsuuqcy/78Rm7Of2sn/NkqPe4/PAn5Yd1tC+hCRfUywvhizLDtgAfyjnUN/dufvV/xn97Xn3sT1nps3Efl9wB/BnuUVvA0YZr186KJ7KSd/0PhyP273wiJmtv3NhzjH1rXO/h2AfwD8Fxccd2f276Sq6/mbqvpdIvLDmKn/BcDfEZEfUNX7hSx2y3TATMStU/PmQm+7JR33Skq3rVj1T4rI92DX/9uBPy4i36Sq9wsrPcy13ut7H8e4aP4uC77d757K73+V80j9g+7zfu//Wcwy+m8wzX8K/Dng6s5xuxEYvcdrb+Z6t+ZNRH4z5sJ8I/BHMdfps4G/ignyPcd9F6tYGchXAH8K8z3nP38N+MP3+7yPz56dr8G07y/4Sz+Faa2XVPU9Oz8PDHOo6suq+l2q+h9gm80fEJErmNkD8Nt2PvK5s/cuO+b3dQ34NKb7+nnMX56Pz8Me5L+YXf8LqvptqvpvY5rhqy5xPe/BBGJXU372Bcc+aDzu+euxTf9Rxz/z3x93wfr45Qd87neKyL3W928DvkdV/4aq/iyGi3zKm7i+x3W9AL8VeF1Vv1ZVf0JV342Btw8cD9LEvxv4OODbVfXF+Rsi8l3A/y0i71LV993nHH9MRF7B0Lqvxkylv+jv/QVM+P4PEfl6DJH7WAzk+SFV/bF7nVRE/gLmm/8SsAR+n3/+WFXvisj3Ad8mIl+Jma9fBXwG8O8/4J4fZijwTSLy1diO+Q3Yzvq9/v6fBX5aRP4nDC1+FwbYfY+qvigihxhg8v3YvFzD5vpf8CaHqp6KyLcDX+8uwbsx4OXX8ohxX1X95cc8f+8F/h0R+XQMyDpW1c1DXMd7ROQvA39JRL4Gcw0OMHP5WVX9M/f46DcBPwF8j4j8OewZ/Qbgg6r649ia+RIR+X4My/hq4B1+bW96XOJ68Wt6VkS+HDPrfyuG3D9wPMhs/ErgJ3YF2Mc/xhbHVzzgHP8t8Ccx3+dzgC9R1Q8CqOqrmOZ4HTPLfwlDMj8eQ3vvNwTzi/9fzFc7wFDCYrZ8BRbC+WuYb/M5GPr7iw8478OMDPxxLATzU5hf9W+ox3VV9Z9jrsbn+Xd/NxZj/0/98yMGhn0npr3/LraALrvB/HdYuOx7MZ/rOoZfrO/zmXuNxzl/34lhGj+GrZkvfYTP/mEM5f/vsU3uH2Cb0wv3+oCq/hwGrD6LrdOfwdZh8Uv/a2xj+kd+vpeA//0RrumxXq9f89/ClMGfwkJe/x5mVj9wvGX1xCLy+dgkvbMI7a+G4UDUd6jq46U2eouGiPxD4Jaq/lsf6Wt5Mt6a8VGxEJ+Mhxsi8pmY2fjjGBjyhzDQ74s+ktf1ZLy144kQ/+oaivmu34q5Sr8I/F5V/Tsf0at6Mt7S8YSe58l4Mj7Kx5NSxCfjyfgoH0+E+Ml4Mj7KxxMhfjKejI/y8USIn4wn46N8PBHiJ+PJ+CgfT4T4yXgyPsrH/wdKwLwT0PtCwwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"C:\\女人.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"a37bf13cd1d24feaa8ed5350134d2c7d\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://computtt.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://attachbak.dataguru.cn/attachments/portal/201812/29/161729gqqfq4qa4oli51oi.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 印刷体和手写体文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T11:52:13Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T11:52:14Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.3312,\n",
      "                \"width\": 1370,\n",
      "                \"height\": 913,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            513,\n",
      "                            197,\n",
      "                            859,\n",
      "                            198,\n",
      "                            859,\n",
      "                            243,\n",
      "                            513,\n",
      "                            240\n",
      "                        ],\n",
      "                        \"text\": \"Introducing\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    513,\n",
      "                                    198,\n",
      "                                    859,\n",
      "                                    198,\n",
      "                                    858,\n",
      "                                    244,\n",
      "                                    514,\n",
      "                                    240\n",
      "                                ],\n",
      "                                \"text\": \"Introducing\",\n",
      "                                \"confidence\": 0.98\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            254,\n",
      "                            283,\n",
      "                            1206,\n",
      "                            304,\n",
      "                            1204,\n",
      "                            590,\n",
      "                            254,\n",
      "                            589\n",
      "                        ],\n",
      "                        \"text\": \"Attaya\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    316,\n",
      "                                    287,\n",
      "                                    1195,\n",
      "                                    353,\n",
      "                                    1206,\n",
      "                                    540,\n",
      "                                    347,\n",
      "                                    590\n",
      "                                ],\n",
      "                                \"text\": \"Attaya\",\n",
      "                                \"confidence\": 0.973\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            388,\n",
      "                            696,\n",
      "                            983,\n",
      "                            697,\n",
      "                            983,\n",
      "                            732,\n",
      "                            387,\n",
      "                            729\n",
      "                        ],\n",
      "                        \"text\": \"Handwritten Script Font\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    389,\n",
      "                                    698,\n",
      "                                    688,\n",
      "                                    697,\n",
      "                                    688,\n",
      "                                    731,\n",
      "                                    388,\n",
      "                                    727\n",
      "                                ],\n",
      "                                \"text\": \"Handwritten\",\n",
      "                                \"confidence\": 0.976\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    709,\n",
      "                                    697,\n",
      "                                    865,\n",
      "                                    697,\n",
      "                                    865,\n",
      "                                    732,\n",
      "                                    708,\n",
      "                                    732\n",
      "                                ],\n",
      "                                \"text\": \"Script\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    878,\n",
      "                                    697,\n",
      "                                    982,\n",
      "                                    698,\n",
      "                                    982,\n",
      "                                    732,\n",
      "                                    878,\n",
      "                                    732\n",
      "                                ],\n",
      "                                \"text\": \"Font\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://computtt.cognitiveservices.azure.com/\" + \"/vision/v3.1/read/analyze\"\n",
    "subscription_key = \"a37bf13cd1d24feaa8ed5350134d2c7d\"\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://file07.16sucai.com/dysucai/content/20200311/wqeaabs0lw0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T11:54:07Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T11:54:07Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T11:54:07Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T11:54:08Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -0.5033,\n",
      "                \"width\": 500,\n",
      "                \"height\": 375,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            44,\n",
      "                            153,\n",
      "                            437,\n",
      "                            146,\n",
      "                            438,\n",
      "                            184,\n",
      "                            45,\n",
      "                            194\n",
      "                        ],\n",
      "                        \"text\": \"if i can take it\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    45,\n",
      "                                    153,\n",
      "                                    108,\n",
      "                                    153,\n",
      "                                    112,\n",
      "                                    191,\n",
      "                                    49,\n",
      "                                    195\n",
      "                                ],\n",
      "                                \"text\": \"if\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    128,\n",
      "                                    152,\n",
      "                                    169,\n",
      "                                    152,\n",
      "                                    172,\n",
      "                                    189,\n",
      "                                    131,\n",
      "                                    190\n",
      "                                ],\n",
      "                                \"text\": \"i\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    177,\n",
      "                                    152,\n",
      "                                    271,\n",
      "                                    150,\n",
      "                                    273,\n",
      "                                    185,\n",
      "                                    180,\n",
      "                                    188\n",
      "                                ],\n",
      "                                \"text\": \"can\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    282,\n",
      "                                    150,\n",
      "                                    384,\n",
      "                                    148,\n",
      "                                    385,\n",
      "                                    183,\n",
      "                                    284,\n",
      "                                    185\n",
      "                                ],\n",
      "                                \"text\": \"take\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    392,\n",
      "                                    147,\n",
      "                                    436,\n",
      "                                    146,\n",
      "                                    437,\n",
      "                                    182,\n",
      "                                    393,\n",
      "                                    182\n",
      "                                ],\n",
      "                                \"text\": \"it\",\n",
      "                                \"confidence\": 0.985\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            53,\n",
      "                            248,\n",
      "                            394,\n",
      "                            245,\n",
      "                            395,\n",
      "                            282,\n",
      "                            53,\n",
      "                            285\n",
      "                        ],\n",
      "                        \"text\": \"I can make it\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    60,\n",
      "                                    250,\n",
      "                                    93,\n",
      "                                    249,\n",
      "                                    93,\n",
      "                                    284,\n",
      "                                    60,\n",
      "                                    283\n",
      "                                ],\n",
      "                                \"text\": \"I\",\n",
      "                                \"confidence\": 0.638\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    110,\n",
      "                                    249,\n",
      "                                    197,\n",
      "                                    248,\n",
      "                                    197,\n",
      "                                    285,\n",
      "                                    110,\n",
      "                                    284\n",
      "                                ],\n",
      "                                \"text\": \"can\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    241,\n",
      "                                    248,\n",
      "                                    339,\n",
      "                                    246,\n",
      "                                    340,\n",
      "                                    282,\n",
      "                                    241,\n",
      "                                    284\n",
      "                                ],\n",
      "                                \"text\": \"make\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    357,\n",
      "                                    246,\n",
      "                                    394,\n",
      "                                    245,\n",
      "                                    394,\n",
      "                                    280,\n",
      "                                    357,\n",
      "                                    282\n",
      "                                ],\n",
      "                                \"text\": \"it\",\n",
      "                                \"confidence\": 0.98\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
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6HLxPVyY5HsA2ZqegGccjhgWiwMVrjsdjq497qjnOa7J3H+bgs9WIAH1b1HPg8yjsKi8cV8bMVHE1Vqj3KZPh2KvcsG2lrClSdzFWoLrtbJ/KSvwX5VyLur5af5zbuCtJv1d5irpA0GNRMOSc6bhz/hRcItk4nU5wYfxqfMhQ2UYdW22nPkuNgF7PMgwD8jQjYxuG4j38qRiiaUpNr3y7PrJX7gdQikDsCZBOThxsFgUoTpYOtpYIaBHYzKwlpe9Z+T3mx7ZpuWsCFMT4t1r2vfZy1Tq2nc/RsVEGqXEpBaHIHPX5jPdEVqQgsxeG0FhUD4zWKZLGBBk7y3netEfjTBFw9oA73h/bTTfSzDDPuVO0aZra96WUJdbVn9Kjrif7qeCgz9d26fjrHKsxUkO2Z5A4DtM07TJaYA2XxPkF0OLPKlP6u7q9OvbK6OOiYGN4Yexj/VEPtP1ss+qfGqaobyRO0cirEVKyofKm42tm8FIzD+JYxXIvgNKwxhMiE4pKBaBT3E1d1sejomCo1dpzUzogCoxTFY/16/3qHmg9kTVEwdlztfbAeJs25BsWGscg1qFxIr1GWTvHmvUQEJVprO3ot+xp/Gnt/8psqIj8yfZM09SAMrpu2o4IRmoUowIr8CggVva1ZgNo+piOH13v6ObyWbpwFz0Xhg5URnQXlbKd6EFEpqxyomCtR6epfOuYck40ZMR2sT7ep6EJNQ4KiArobN/lckECUKx3ySM4cv73DD2whgH0DAF+zjFpxjls91WZi3Ksc7ohNtK3u8q9AMprJbrVKpjxQIEoVBoji4mye4yEz2jPRs2PVNDlNXuTrG3YA75YVJn1s73r1+f0q5/XhJFtUGXQPihz1HHS1I3I1hV4qDy1TWtM73w+t5Vztfxmqa0Aa5iAbSJ7I+vUsYsumIJ2bN/hcGjPoLvHZ6gc1Hu9c8XIoFXZah31e+Yc0nVVGVSw1THVeeJzNen6GhtmnXtzzJit+xpLVANERq/nVrJo+CmGU3RBLKYe7TE2tqXJWvC81PAqMLFPMReTQM7UMNXVPSAr7i0fVcdQQTfeo8y/jb87LG31KJZ7AZQOVArsS/AcBqT62UrplzhUzsgyGP23Ydub1cTuIsKWhgE5HEDa2uGr6x7ZpAqdCjmfGb9TZryn1NH6aexQhbFjRADgBniB0aY2Aa3jZm5ItsYIeS9/564OHvCqyrHJQxsGMG6oTMCMSgNM05pveDwecTwelyT2/jgxpplwtZWFAGpmSMNQA7FmwPI3+8h9xPPCklb3ikBhGMcDciaI1/ZVUBjkMwP3w3NalLFEt+98PuN0OjVQ0virGm9l1CofCpgxhUplRJmpypsCYWS9/KmyFAFWgUQNoRpUfq8kYm9d4Jq+nE6n7p0ykRGrseN3HKcYszar7rCbo+QqW158WbyRnWyOFrJTg6RAyf7rXG3i0GY4DmOnw3vlXgAlfFmocGf/Yb4uAABAQangtVyjjEHjI5DPZo0P8RrvVznVHVGhg68J5jqJXbMDeKowczsg2ZVOYizqekU3A1itY2H7McDSAuplZdmWEpI7htS7xyxxhVgVQFOIADKo1bXnqjHjVLHfHCv3VUjXIe/3XOuBHu3zkts5oViMG2NfJed63mGqu5PMVhbn3gfpAUNdYV/d9Jyn5grXseoXiNifuPixF5Mji9RYoPZtw3xK2Swk7bnWrIOAqkVDT3yetl/3Risj49jzH2Ob7LMu8F3zrvRnBOpxHNcEdGHZ6q1RjvWEcRpifZ4yYG4LHpkGtXzWvLfllSnR+4htVH1TQxL1POa77pX7AZTY7i/Vf8DCOnFd0FiuDRS/Y13RZeYgEtwushtFn6nt5XdqHaNCse5rAX/to7IZsrGuLztAHRcXCAJUKGU8Om56oIKGFTSYz62PCghAfwgsYJt+63jU2GNuLrkyZ2B1MeGApf7kcP5+e3u7JpLvxJIiK1Pmp+PHNvKkbT5nb+zrWCbc3Nxskth17rSdOifsW1yk0P5Hd3ZPPq65hFF24kYLs9X9JYOPjJFtUBAj4GqK1DU9Y5nnuZ4ehBXM+Wy61JpfqT8bOHLscwHSsNFPGmvqJ+/XnFLWs2ck+B0X7AjwgyX4vD2PIJZ7ApTrrgFgXUho37qjeG4sQ+m6Uu7IAlT424BZn9elE6jCHxeYdOLiZLOsAJPbrgc9YTlaQP5UgGI9GhNrLOWK+9O5U462lYzt3oxB6Mck7qz2S9m2e59fR6DNec2HY9EzF/U5muBMAGLfD4cDsmyF5DNTSos7zxV227RV2YSymciQI3hS6Tjm++PqrT+aPRDHQY1NXPzRZHvtMw2oylhkntEY0vhFQw1UwDocDi2MwjZqGxSw42o2x0HrpyHQcdlzd0spcDEKMZ8xLtCwH+fzuYUFgCq7h3Fs8q9nTMb+RnlWuda51/7QEPDecRgxjGso6Fq5F0BJhqeToAymTnhB8T4dpN1/h0vDQgFwdxyG/mVGwEr92z+gurLLhNK9UVdC2STQL6DweZwkWtboFvEn89Q0YZrPafEWsw1YRiZTcq6uCda4lIKOgoouRlBxKNQ1ZFBwuUxtDGLqjypKizMuY0E3T0Ekuj7RTdN5VSHXccjeLzBEV1cZnSoS0CtJHMPVle8XHhj9jvVGIxwNaQQ+7VM0mqyLK8/qTahO6BhxzGKoIDJdNW5q+KO3pOOlcnwXKdBdWiwK6DROKlux71rP8XhEdsf5fG5/q2GgPJNUqUFiXdovBUT2ScMsLL9tr4L4zRYDugkFsB3UYU1lUIHW7VUKPBRQPQIr57z7jhsdbJ1AA9q+Uf2ORe/bY6ZRkPm9TpK6Q9oHuqnsg5m1WKz2LyppSkMXz+HnVI6olGr5yYLXVd3ePVT2s47r3G11pDA210bifjo+t7e3zTCwTVyIYT3xvnmeUcxwGNe3JEamwraxzWTL48JSVCY01qexWAVO9UzUEBMA1DDGRSFdWIkupq4+EwiUbfJnjI8rg+U9bKu+9iHK3J4ruwnt7Mi4egusZ69e9WJU5ljHNE1tpVvHhTF8s3XnTJ5zhwfa1j1wjnFdti+Gv3TcWy7ttH275F65F0AJrK4MhU9jD2RTe2xRXZy9cj6fO6bDQSVYaKqFKiaWSVFlplACfXhAgZFF2WacMFUwXrNn4bUou1aA1DftNTfJe4u5p7TqivCZtNarAmx3v6hxqfHH7VmAHCdlVTo/7t65+w2EyjZOp303q2v9On76qgi9TtmrGitVPO1rNJirbG29HB3DqIQcJw2Z7I2P5icqW1dwbIt4pc+EUOC4FjJgoezpQcL8qXqhTFrnW+VN2agSGj5TV5V13PvxXPtIeVMvQ70v1atIguLhFrG9Kjt788A6Ss4Y0vZdXbHcC6B038mY97gTpN/2pgIeLbEWVSr9DECXkLu2ZRnMoMTaHmAVvLuCx+yPMg19TnxmnFTe35QyAFYEQzNDyQVDqCe+h5rtH4ahxbQiS6hsrX+PiTJ+ZU6xrZwLHWt379iAtr+5UNbXy/s0xjTn9S2Bysh0HCKj0PivvtqVrL2UPv9QgTO+WkMVV40An+Huu6974HhcLpfuHS66YUDnX91Ktk9XtqMeKItk/3V8lWXHfELtU5QTvZ5/R1JSSmlZJZE0KGir8dAQQ2SPUb5UBvcYeQR8JSQcezUgKpNx9fxa+ZiA0sx+AcBHAGQAs7t/kZm9CsDfAvDpAH4BwFe7+3Mvoa6u40A8UHTu0oB0q5lak1hnfD/MkFJL/VFl2wyUWQMcDjqFRsFPy11WLV4Tr48gqm5ua3+IR6nyrm7LuvNIx2FPECOY6rXVxdvmFaql135GYVY2xM+VhfAU626cxtWFVHZC8AKAMQ0N7C6Xy+YkIDVuGndWoBzHsa2k39zcCDvepuXEl3ORTam8asxaDbiCuI6VGvy4x1rHek+e94w2AUcNGa/XF9BF0NEx2svK0HnVZ6qMsDDur33UNqosKEjzZyMtd8i4ylHUFxp3tm+PwMS6hmEALMH/Db1c7A+4+6/I398E4N3u/i1m9k3L33/qrgrM9g/t1Nij2ZoakmyJkeXcwGO5sHvtK+T3Nonu7cBejfNorNPMWrI6v1PhViWN8VF1caKSqgJEgI6CH12WlFITIgU8d28uTCkFlhKwbCus6WYiLEAHIgBaIniM3VDhVeA1FrSC/+rSsv1ko/ydjEfdwMvlgmEcYVhy68YRxdd50bo68EUPuC0cYmhJyZzDaZrgqMaRC3PtANnDAY4aK63MYulzGKfozqtrnIX1KQjp3uWooCqLChjqzu7pgI6/MnedqxinjGxXPbA9trsHJhGQlK1RZmKYIRoFtjeOpRrPxrDHERCQVB2qMtxv04xhkz3CFT/Xfrgt9fvdYHn3BsePrrwVwHctv38XgK940g3axj3GZWYY04B6HnYFSs+5usfuGMwwpj74H+tQqwP0i0VxAFVxYmCc7VHLfo1t8bma0BonWOuI1nyeZ1wul812sOiWKBswM2QvmHN9zYQbMJcMJEMaEobDiLKAK9sS3+hotm5p0zIMQ4uJsu11hfyA+iqJ6qoCtc+3t48BOA7HA6Y8ww2wIaHAlzbWz6Y8Y5qn7jnAaiCU1bEONyB7QYHjMk+4TFPdtLR8z+9gQIFjmifkkjHlGQVV4Yo7pjzDhgQs9zr/W/6+zDMen884TxOmnDHl3H7nri836/plQ2r/kGypd5UdBSvO796CRGR6ey6zLgJxTjUsFIGRRlGBa+93je8qaKlOdeEV791td+8AW+U7MlslCUAdq+xlM5duWFjVuuOGTBRYXXuy3dgXjkXvehtyAi7l5U04dwDvMjMH8A53fxbAq939/UtD3m9mn/ykSizEpvZcDpgheR+UX56x3sdGBWDTz8gqgZ65REuqAqmWfK9OvVfpPyeE7g/7FuNJCtQxcK9tw06fIqOJK+q0+vydzIK5Y7obRBny6XTsBEoZyV0Cr/l7Mf7Ga3hiNv/W5+o4qAKdTqcGLGy3Akn3athFgZ966ikAPavVlC22u0vBSr2M0Wi4e9v+qTmiOkcx1qZxNC+93HFcNW6rchBXsPW+6FGoHERQi56Apkjp5zFtS+Ol0fOJxnTPiHO8dR6VnLBtkblSH3LO7ZW/Gt4YhgGH8dC56OzP+XzehKtYnz6L4El5YLz0rvKxAuW/5+7vW8DwfzWzn3mpN5rZ2wG8HQCeeea18bvN9XVbWi+cG5d25zkKSHqdskmdvOZmBmaroLYHmLH9am0VdCMQaLt01X+P6eYs2/yk6PUEAq1XGSDrmbyCD5X50aNHrV01nWMGX2oW3UiCmp5eo+NH11pjlbDVlef7ePbGTt1DXRHlgRtqJDU0EN1ZjiefQWaq88nvueqsYYd4SC2focnjVNLL5YxSUsuOiCGjBp4hbszx0QWylNZsDIJRlMMITjpuwJoTHPvL9muoRu9XOaFcETiv5Uw2ABLwY5jlxRdf7NztSGCU7TEurQaMjJGlA808I9n25WVqgBVs1UhGoI7EZK98TEDp7u9bfn7QzP4egDcD+ICZvWZhk68B8MEr9z4L4FkAeNObPt93WWQoyjijBWidX+tvn3eggR4kd9rVfqpCaPvi71FoY3vjdxFcIpgrE4nuvAJlZK4ReLUQKChoyjD18F/tly4oxRVqjR3q91R0ZcbDOOIi4Qez/jWlbDdX4HVxQtsT+63sjp9r23Uc1SXVhR3mkvJzXVhRQNEQAMcwsmlNqib46cp7smHThwjuZE03Nze4XC64vb3dxAB1bCLTp2GKLCkuPvJ+zZNkfRwP9oclMu5IPqKRmqYJp9OpMxxsr9arz9c5j6EGBW5zYDyNm36pDkQGyTbpWOpc3FU+aqA0s6cBJHf/yPL7fwTgzwL4fgBfD+Bblp/f99HUH4EupX71TdmGtKm9hvZKm+v1d4AbsAw29l14tbyR/fH7yHSVRcY6VdniBKoSNQUJLinr1Xo0WZrXaOL3ONa3zsVDXqnwBM9S+mB7PK5Nr1eFZYCf4JGXRTd15ZRF8dkKegQ1jTWxHaqwWp8Cj37PdjOtRutT0I2ypEd/HY/HBqx83spKDeM4dPJIN70ZDFgnw/wZFx7aopyFQydEzjhW6tIqmCvw6zP4mYjQkKIAACAASURBVI69fh+v1d1WkbGzb5GRaZ1sixpnfVacTz6XCeoRmJVxcqFV2fKGFIU2KYNuxEPG+q7ysTDKVwP4e0tjRgDf7e7/wMx+DMD3mtk3AngPgK96UkXK8tixuEBR+7dN8lUw0Pv5mTLDZsXuYH46MVqXxthYd7xX/9YJYbnGkLR+Pl+FMbJlfZamK2nsSeNuQJ9o7F5X/i+XC06nU2uPnpxdSsHhMG6ESw+9UMFne5QNsh/F6/vTNZWH39FNj7FLFmWeem+MYSqTi3MHrAyHbYy5rVRujiOwnlCkLBpASyVawaPfLuju3bg2WRZXVVOeVF7iuEavZwXndS7jHnS2T+Uosq5oVDSEwXZwHvfGVP9OKTWdiuAcY5RqJCN4af/VmGlprnqeOqDU61U+VVYiSMZMg7vKRw2U7v5zAL5g5/NfBfAHf3N1rWkgkQI3i5z297h2VsR9E6fUe9y9gXIMMOtAppQ6UIoKFZVzj3mq8Ktgax3RWuoER7ffzGClNNdbx4kKSyBQVsI6uMPocDjUY8sW1sdEZmUtFC7d1cS6YnJ+PFiB18dYqQdWE618BIs9Q6MGj/1U5qwgq/d1aV/CtuM8cIud5t6aWTiUY91ptTKcPvsgyoD7ciqOAIhmGej4RhmKMdHI/rWvOu66SBNDPRxLXejTtkaWHTcKqPFtc1jKhoBoO8jIlSHr0WrNqJbtBhFtI6/lYSZc5NGDSzomL+RJwwz8qSGku8q92JkD9HFDZYFNgR0ovqX6LO4OlNJeiq6li4cs7GavHrVOeQGlCKZsq1pbdTdaW7AfL+E90WWPqSEUAP7d3m0dFDGyZ22nKkAYbKTlSDM9bUYBmuO2Fxvjc6IrzqI7T/YYOUFb2Q/3/DJ4T6HXcdDnROOkLE8NhxqIPU+EYMUdL6w7MnTO1RqWKCKjK3DGEEwDsSGBL7LaY7wqH6rQfGYENV6rYQ81ApFlPkkm98BUvRptr8oE54czo2MFrAsw6s4zw4Jt1udGsIyEhuPgZWXluojD66IhZNt0h5Lqy56h0nJPgNI7IdPSFNf2U3o6NxfYCGFkGWppolDQys3zzJyldh8tkgJGBKkobDFIzf7pamQULFXAaDSikKugx+T3yDi5E6b18zJ1aSAqsKv1XfdCq0utrEvHQ2OBGtMq7hikzRT4yD71c46TnrrEvnEsIuNRcBrHsTvFnWCj8hJd35ubm3atbm/l9zFeqvNRllCGunyqwHCvJ3VHz8X6UAKNYlRgVXptty68sN3jOLYYMYFk79CZjY6hP4A6zi/boXNE2SH5iJ6Ajg+fGV3kaFQZB+Y4aH2NoMihK+pdsK/xJP3ohXD8rnmEsdwToOzfxsfJp7Uvpe4DZjCcHdx0GD1TjBPg7t17NoCtsjTgGobmTgyp7oopy+9mhlyWXTBmGwCLFliVK8YgOUHDwuwA4HA8YprndgqQDQMgMSSNt+kZj8ps+VMBU+NWTOadS0aCI1lNkD4dDxgPhyUxuR5Jl4ahJubOcx2LYUB2RxJmVUSQ+bkvf4/CEpTxMI2E7hKVnUzyxRdf7FaaOb66H1vBg2Op6TExl28b+/ZO3hhuOJ1OcK/u+M3NDeZZT8HuT9Sp/Sowqz9XxuTI+YLDoSbpZy/ru16WdqVF1opXLwZWNwgkq0nsXh+CtCTZu69yxeewHdy/Trnm2PJvjTsqW9ZXACsQA2iv74jeEseV40VdGMZxeWWJNxlwd4wpYRLPQMmKEh+2TePe+myzuuNqGPsUNWWhbCMX1FQ+NDxCkF/eN4K7yr0ASvf+ZUBq9dogwUnwNowK6GOCa73b1S+TQd9jZ0C/s0DB5hASiudpAnaYqT5bLXB0XbQdJkDi7A9WlqzuMX9qDh4/j33Xd+QQmAhGem1e3l99mSacZXX4xcePYVbjdA7AUkIO7GwW97UxQ1+9hMPh0LIROAZsh+4X1kUIHU9lHurWs+3Kbtkv7nhhaIEKk1JNnSHzUqaowLt6JAlp2QmioYAKwivriyxe2VFkQ+1ZC7hkGpVhwDwvB5jQUAOwZC21KJcMz/2W0uhRUB5UJyIoaV91dVuZH3/Xz9QjULnWMFWb6yRnSQpRiPHTqDd74KmyalbfnZTk9c2UATUcmh6musbrmlFI1zNlWO4FUFK+GL+g0rEzek0EtUjx9fcIlPF3dXPVRSFbU5CLLvHhcEC5XHAJMbUY67g2ARGkNW6nwfroukSWTKHiOHEFmYs0ynDZdrZX20JLrXFR1scgPOsi81AmRkDTk8T5vDiWKtB77aDLGmOm/F0PI+Y9ZEV8NkMoumgyDENbjVaAYVhCT9teWc/KztgH7XP9rI9hcvzJ8pRFR0DQOeTv7EP0mFZmvM6lApaes6kLRRy7mKLDz5VJKnCqLCuAKXjpeEbZZiigyQC2oTMW/Uzlim3SEEgzWnNu3pWCohpgjhufq4bTfQkLjX0u6V65F0DpWC2vxst6a7MFnAgae98pWLbPsI15qPLt5WdGgNWcLl6jLq+2/5pwqFXPwmx6peh3xKgxYFv4MwpF3KFBBdAcvNg3ZXwa72G/uAIcgSoCuy6GxDGlMGseJ4uy+Aj0qqQdMxOQoMFRxqxxt8vl0gBRtzjyOv4cFnY3TTPq/vV1YUL7Wf++vo1V5zTG5KK7GP8mK1KwOJ1OKPN2tT/GkfcWB3VFWDMjdCMCjbYawsjyeI3KkD6LbeEz2rZJAWVt156esV0q43o9F3No5HTsYqw3kgXKdwXc4YkHYgD3BCgN+8dBqSL4kkd5Fyjq3/ypYOVe8weR+pUxPlOFlftGleXpRMzzjHn5bC/4vtfO2GZlDyWkusQ+UWm6vggTiAyFQBSZLoVcjRJZREoJp9OpO4laFVfzChXgGDSPGQAU7Jxzt1ACoGufKhzBVXeFtLixGCBlQhwbrpjHGK2m2ADoFrZizErHfZpm3N4+7g4Q0dX1lYVZi00qwGnbFfziPPXz128g4HPVzW4rzak/AJfP5DhwHFV+1KDqYogaZZVzelhdfDuMl4KTyj3rbmCW60E2mha0x6rV0MRnNdldMINzwMNa1NhpXqvqm5k1/U5Dn453rdwLoAS2q2VAtDAA89V0UjqwA1qeYWQ7TXGXAHoEMmUmALpBjqynCWvO3WLKnkujz479UyBxmWSNmXVnMcpxb2ROZBmPHz/uMgf4u1rlGNPSotsH9TtVcD1NnMJJQdVVaz29hm27vb1tIMijzXTuOM7RndQ3COoBxDq/ChqsR5Pn1dARNNXoEHjUELBdcXGR13C3js6t7ohRVqPu7p4x3AOYniSse82ZM6ieUDs6bgFMHkisfVQjpTKq+6eVKSuo0EBoPfxd+6SyrkZUmTXEuKunoFkGqiNxPFoozvvPORaUQTXwCrbUryYvZQ0x3VXuCVDup9NsYn7Lr/xMFcHd20IN72dRa8jVRhUGXq+TrQChz+TvKSUcrH9ZlsaHlAXttUmLS70sUbiVHWvsVl0gKibv19gO61d2yDHUduvWMY6b/iNDVaEkcGg6j/ZXDYK6YgrmXCBRgFLGoq4r/1YWdTqdcDweu2PEVE4INHt9poF095ZSxHq5iqzMVE8wX0HVGijc3t524KiMVw2vgsoqK+sGBJVBbbsvx9ixv/y8j+n3Z1lqn0zkNjLalFKXeB9fWaFxQJVL1qdgqcfH0ZtLIotP3GAh8qrXJEtdII79VHapOtAWlEp/gEZK9Xi9PO+nJmq5J0C5DtCeJaggiHYILYuyj2EYgFIwhwHXnQkp1R03JvepdeR9aiEjyDSQPBzqOYSBHayxj7ETPk72HoNgm/RZqiCqbF0guqynqzz99NOt7aosbfzEAOyNOxcdyAjju6Cj+xvr5FypYtDi84g01s/x0SPT1B3kZ9ofjoXGbpX1R3eYbWN7qUxkmjH+psrJhaB677qQyHbEnTlmCe772+6isivLV+CqP6s0qGFSkG8eT3FMZX3pnRomNXBxrjWsof1RsNSDPWIuqcYuVbYiA2Z/dSzMrIa8wriosVPGHwlGp2fwlryv9au3FL0cDVvo8XCV5O6H9LTcC6BUaqzKrACHArj1q9pRcaPbrXXz9+JLbqAIl8bcFBxVSNieDjjT9gh/dW+0HgpjFAJgSQEKDJSTGvupL+Xic0spuL297VjDHquLLquOUwSfePoM+6Muugqjjrsy4egGDUPdAcP7FAT5ubqz+n1K/RFkjB/zgGMFP51zjVtpn/Td6ZwXBfraj4yUhu4dL3ruYQUJtL7yWC/N72O8V1lXdI3rHNTDX1TetB8cv3Sq3zPBnf1VA6/36djrc6MHo0ZEwyuUcV0MUrnWhTutM6b/GLbZilHfY6wwrtSzL3lec6zVQOwBrOqmGmCg7phSvblW7gdQYkvfFXTcvbI38Ls1cXcc0vJ6gP68vMgGgQV4S8HsqwtJwdHYEa9Vd0MFBMBG6PSZdDn0vTCl1H9006hc1hb06/cQwYbXPcIpJViq7x9OaViuN5Tiy6tbM6bLjGFcnpXnZcucAcz1S0yhyTAkDKnGu+Zprrl5xXE8HZEsYZonFPOa5HwHS4qWmsLMQuBQRSLgcbwZd1Nwi0DBZ3FOOHf8ToFCDV50Q+k2uwz+kWlUqCfnW0qwUjAOQ/eSNsAwzxk5nzHPGcNQ55F182zP8/ncZFfjfuoVlLKmr2yPvutjeJFZYxEXR93SO6QRZsA8zfW1F+OwzFu9Mueal1tKrpskDG1edXwVaJQ8RP1QA61zpoWfR102s3bgrhIKJ223NR8TtubokgVy40Ot39cT5r3UWKMZYBwfr5s2qLvLtSswO+Y845DWOPtd5V4AZT2Cql/hVEvAwrQevtcEADLBZ0k+tZ0ThgAB0GHorFpkXrqiqPHHWGqsaK1X3TyC6pojqPHN4I4AcC8wVCFiDCqlCmaGNa9wzo7j4dTuq8rlSDbgdFrTm3T8zGoKRAVeQ8k1cd+93muWkAzAAJTsKMhwx/JdbTrHKAbata8cLwqcMgyODZPACQ6a/8aFiL3ULA2f6LgRlLQ9pZTm6pMF8XMe/ptzxiD5k5khkZSAsp5iNNzcwLDmplZQ375LnqyWskNW2bmLV0ClyVIDnx68gHVxT5nveBhhaXGb3etrJxa9yKL0FRxsMdQri3fUPerJtq+A0OcrqKkXoPMRvSr1ANS1Vzeb16cFFPnPwZd+LYC8zE8aBswaKkvLiUVWCYYBuLk5rV6WF5SSAa+pRO4OSxVIbRmPaZ4xjCNGG1/WY9Z+S8vqxqzKoEBZJ7bffhbvj2ySCwbx+1HcdZbIArSwDs3LoqVGcJf1Was7unWj9BplYxpnoWBS0OZ5BWcqp7pDGgPbm/i4J1oFWvvf+l1yC+iz3eyjMsNryb1UPHV1lMUo2OyFDPZCMOrek40C/fmV6g2oUeFzSinwaY3xsc44JjpWZMPH43Gzk2WaprYDih6F9lFTkdS1j22uz+3lWuVG28K/NdWLIROVM87FHrujTrF9ceEvymqMR8cxUhc5xicVXLUO/UzbreDKMeq8lqBrnGMdZx0rzl+Uf23DXeXeAKVOIP/W7zxMHAVD3ZSqtH0uXXQdewDrBU5X+CLocWW3y78DupV2Xs/61jb032t/tY86wXuCA6sCou3VADjQvwBMj11TN5SKqrHZCKK1n2u7dZV7D1goyDFlQ0HudDp1zEJfVKZMI8ZLOS6RpbDdqsTAupuIoMV6VA4uyxsa9dxIgtfNzU0zAEOqC3fn8xm3t7cdMPFeNfBqSHT++JP3K0uObm1U4mh4+TkXw+LJSOod6V75CFT1LIP+cArKCI0gQycb726HJavs6DV6nco/ZUmvpXxwjmmA2I/2WuZc98On1Oc6x7iohn0UPDVDQ5nutXIvgLK6gv2KW/1cUwO8ZdArCyNoaEdX0Jy71AHeS4DQa83WgxBo4RXIuJDAwT8cDphzbowyCrZOjtlq1SlwcaGGfYkMgOMwDAMsDch5+w4esk8dM13g0FVl5l6ez+fWH3UdgXVxw9DvFoogyfFkWzjecQ6jAdSx0PGiELtXN/Pm5qa1LeZKRoapQKpyocnYZLjDMCBdLkgyLsBqDABhpmEjhOYyKqtWFhUP42AfU0qtTxr3Yz217mmzWhuNgzJ2nS8ySnWVo6fEsafLPtjKiiNJIUCterrdd83PdS7i9/F3lV22Uw29hjEokzc3N13oATukShf8FIQ1HqpjFpnxXeVeACVjjzr50dLWGN7WOqug14nsWQnd764uYQ/KtNTaqDtE4dQVwOY6hslSpVn7s33njLq7vJeCwD3XehybuyNPuTs6Si3iXh9UEeNiFduo4Qm24XQ64YUXXkBKQBlLd2Yl+65ulipMZAh8FtC7mFzlji4f6yEbVCFX4OE4EHh0XnSHDtsSFylOp1NdHJDnqQLr9SpfBDAeRKvjqiCkTDfuDKKc7Hk1Oc9du3VO+TtP9IlpO6yHbVF2xfFTpjsMQz3nVQwU+6cbL3Tlmc9QT0Bj+UoSVCbpsTB8FRkq28X6tK2a9kU27uKBxLmL8qTySIDUdmvfrpV7AZTMieJgACE1CDUAq/E5FXpS8io0VUm2ALpMiginDnJriq+b7qPLEpkUzNYkO7kfUNe/XqL3DcPQ5agpg42ukwbyAVuPtbI+PUjjVepy8W8WMg4+J8bTCDTDkNpiQXRLFNzV0KjCaH/iOPL6PXdTFUaZo46vAgR3x3ChKB6xps/i70A9qYdGQq9jG0+nU3ewBq91r+dWal9prLhYpMoXQUT7FOOLqrANEIQwqHxpn9T4Rlat9+nYAjWLIof4s27XZLgpuvQ6luo9RMO/Z6j2vEWOhXo4qkP6fNVZ1XHVgz3SpX1kiV7YXeV+AOWCNbGx2tnZ918MpFaB3ymbi5bCl8fp4EewVPanq+DxCKd6fuB6tuKecLLoYgUnVBmarqyqFda45Xg44nKpx4PpqS2aVqXt121ZKnwa39VzLfs2Jrj37qoCmtZ7TXhVuCObicCqcUj2S5+lQq/xVM0l1JQvXss6CGItXGFrYjl3crCUsp6JCV8zLOiKRqXV8ES8Rj0ZBbQ4D+scbQ8GVplQlqVjre6rPoPfqafTjBb6F4uxDt2Cyn6rPkTjpWlFvC8SlZgxofKj2Quq8zqPHMd2XcACJVlxzCKwq2w8CSBZ7gVQUu32BqsN+I5VUEBaBXffkumAsH61KFqP/k2GoOkubXKGoTvfUhdNVsu2fel7jBXpdj2gt6RcZV3Zab8CGVetyU7V1VKGp+/I0aC7MoN1QaYyeVXyKPDqUkamThdKlVTnYm9O1EhFZsC27Y2zMmfOkbIUXk+3vJSy5BWuribvP5/PzYDcLMySRof9YL3qebBezm88DUqVXQ2IurJ8l7qCkwIZ+6XsV9liM+KSZRDnRedrSD0jjAybQEbgUfDVazhe6snwe95HAxd1jTKkr43Q8dI6lEHyHvaZn3denxSV4xhO+ZgZpZl9B4AvB/BBd3/j8tmrAPwtAJ8O4BcAfLW7P7d896cBfCOADOBPuvsPPekZ7jV51mAoXpDAJNSaY1hKBiwhJcDdOuHQ34ehj3uoy9gxSAE3tT6d4qYEX5Sp0A1c6hnS0HK+esFb3ezVqtdkxBh3IjjpHmNVGEuGwWQhygzuvWvKflGI9g66UPDj78o+4s4LtjGlhDnPdQdEqWf2rYJG9gQAW9dIDczKtKiQdLl8mfO+Dw1A3Nf8WrMWMqGBcq8HnFAG1OUE0A4T1jGd5xmzMHB9Tw9fZTsMA1544QUMw4CP+7iP26TymFlLgm6AtQAOnxfDDLkUzOHQBwVAZYClMOzQx0Tr6UQzUhras9keABvgjoxWV4Yb2Nia7F25bM+0ChO5RX8oj0pkKC9k9JQxndO9sBK/ZwoaDTFBUtkgQyANgMnGF32Yc8Y4DJ28RMIFbMNGe0Rqrzx5uQf4TgBfFj77JgDvdvfPAvDu5W+Y2RsAfA2Az1vu+ctmNuBJxYDDYcR4qCkpjlL/eXUPsCRIV4GZ2z+ADLLu1iGDUCFS4aCAnc/n7ph4tVrAEhvMSzqOJdgwosCQi2POBaU+Ge7o/tV7S/dZXPGmkGqunplhLhnZC+aSUbCAebL2ygYs4dC99pIBUTGoNMpgdAw0FYfXc1z0JJpxOGIcjjAbAE+AJ5QM5LnAkGCoO0DiuZEa56qKcERx4MXHZ1ymGcWBupFiwDAeUdyQhgMcCbfnCXN2mA0oDszZMU25fZ6XcwjPy3bHluMJtNPXL9zmmRLGwwHH0wnDsrPjeDziqaeegmPNK9U4N7AuaLnXpOQ5ZxR3nOWg5sPxiPFwQBLltFRfF3KZJsy5ni6VF5YP8SiisdS5HIYRORdhownDMMrvA4ZhNYhPYk8EnMhgCYRYkrCHccCjpx7hcDriMk/IXjDNMwq257MqW9TYKHVHjThTjBhaIjDpKjtQDbYuGnIe9BkE1XEc2+tR5pyR3esrKMwwl5prjJTa3Ox5ntpmysBd5YmM0t1/2Mw+PXz8VgD/wfL7dwH4RwD+1PL597j7GcDPm9nPAngzgB990nN00JbnNkXOOaOEa5Sy79Whrhv/DUMNXmdxAdT6AgJgckJJZEtRwbTQpedExDZyQnQ10VKfzLu32DLPM+CGYejfNaMuN/vI9BVVFD1uTe9hn5V9Xy6X5gZRqNQt65TOM6Zp+/Y9Te1IgUVx54oqLb+P8dW4uFD3QvenC8UDXtUAKRNy96ZobF+UqXEc24G+HD8eqRaNm86V1qEgqHNIlhNlQRkOZZagrXPEa0Zh9wpKewex8F62R8GKbaN8qK5wrHR+1BgC6GQk3ss26ZgAK5OkIWL7lESwRIDW+dX+7T2Pn+vckNHr35RBDQvslY82Rvlqd3//8rD3m9knL58/A+CfyXXvXT67u4iLpKDWBaeBzQpzDNRG9y3GNwDAxrFzk/YmuJTCFR8A68SoYiuV12JyT2xjH4tan2VILVDbs4uhAcs4jii5T+FgIWgoa9T+U+D1bEB1EXkYBd0zngAeGYM+V4VTrTSBi8KXc8bgaOksZKwEcLq/mqDP5+0tatDwk5UoO6OxUEVhe9XL0HiZjpO6qpxDsmwuoJlZc9M5jpqyxbo4J3Efu8qIyneMydJw6sq7KnaMURMkeR1zaHVM1Zixv3rIr8qUysc8TxvQUiYc3WoFVX7P32NajsqVPr8jSaXPBmD/FCd0Hlo7gHq2wyJbeiIW9Ubzd+8qv9WLObbz2W4LzOztAN4OAK997Wv0813wIxztxRMUCPm3urhd3CVnHCRwH61SUxzunQ3CC6zxIL2PJYKhgrcKOIWXr1Zw64W1lD4J2MxwPB5wuazpT6wjjkPMr4zMRxmjBrfZPrKL8/ncXkqm/dQYXN0z3r+Kgm1hyaXAgkG5XC6dO0ZQmecZjx496kCfynxzc4NSHOO4xrEItOzj3jmWBBAy53leDz3mfFKZCEraLq6K85qYK6sgHVOkaCw0xqnfRyPE3zUNTGWt/t1vJVR5oCcRZTR6WApk9EI031jj2NEotnnNeSP/CubKXmk81HtRoNXTmZRhs07KeiQabL8+v5EQ947FxzULBeInlY8WKD9gZq9Z2ORrAHxw+fy9AF4v170OwPv2KnD3ZwE8CwCf//lvdLV0wDb2oikI0TLqgKp1i4prZt3bAGNAHJC4SHA1qIDxeXuWKDJdDaDzsy42ZXVSyVCUbaqbcTydWjBfFU1Ta6IbEl1sCpaOI0FDhVxfUarCqwpXY7kzTGKndGuVGc65dGxPx0bBnEyNz+Z40Jicz2e84hVPdZkAOmYKVjp3e6EHBcM4NvxMj0xT1quuorZTd/awX5ybvNzLedLQS2yrGslHjx51ILrqRL81lXOs3gCvZd9jTqcCDNsamSGA7iR7JQK60hwXRSIYq7y3PM5ggJXRs928vhEmcb95veKG5iXXpcO+brYtGoOX61CM7wfw9QC+Zfn5ffL5d5vZXwTwWgCfBeBfvJQKVfF1wNskTFN9l3SI5WnMLLrdwBXX2Pf3oCozKdi+wkEFLAq5MoNYeN218/yAuurPdigLBVYBvlwu7bQXzW3U66NLrgZDjc1ebInMh59rfqFeq+5knY9+b/3GOC2KHXMAHz161CVVE2R1JftwODQXW1dHlY1E1h5dtj7FapUNAqHOoYYx2G+NS3I+OM7cM6xMjm3gPSnVRQeE3VZqFJXpcezjNes89GlIHDvWoQCkAMX+s0+6Qj0sC106hs1QD6kdms0x0C2lbJfqEo2memN7TJ/ti56BYoGGEJR167OizozjCPN+a64aBmXTe2QnlpeSHvQ3URduPtHM3gvgv0UFyO81s28E8B4AX7UM1k+Z2fcC+GkAM4D/yt3v3m1eb+ys4FJX+8kBzWJNdMeEMpilzRsgbAIJYBAWBvQr0Lx/OSN4w050ktSl0MnXhOM20MJItU2NUWEbkOb3fPb59hYp9W/yU0FUANH7tf0cv8gaGkOc1zfbMW4Z20SwNLN6dFV46ZsqRQUOX7IY+jlSo8e2xNgX28D6puncnqF91biXGhhlfWpgCXDsp7ITAl4cI84/gOa+6/gq2PL5LKXUXOD4OohYvxZl2Trf9Xk9kyKAsD0cD5VVNRLxb45pjCsOw4CSt+Eklbv4eRwr7Y8aNhaV8eiJaZ+VwXLMNGxBNt0MnXt7N3p02yNgPwksX8qq9x+98tUfvHL9NwP45ifV+4RndtYl5wxI7AyoA3l7e9sCtHu5kAoOOuhJruMkNaEoPFxh6F7qzuujCx3ZXJxcFZy4yqoA5kJE2R5lQSmlFu3VMQD6NBcqi7plBHNeo+5xdLe0Ddov7oBhfU2psN2rHYUa5pjn0rWJY83VbQU7Kj2Zmvu66BATn6PyRTdM/3H8FYR1fLRfOu76DM4jx5FnamrbOLadp4EV+Pb28ev8xZCQxmmr4e7zXrUuZdmqDxxXBSiNA+sCXzS2s4QNdP75SbxmjAAAIABJREFUTJWXPUBSXeYiU2w761ADujdXe6vW6iVpiKWIDCqp0n5o++4q92JnDgKN1oZz4Oh2A6ul5upqSutuDpYOYNBn7FMQGftSy8+BvHl0aGlE0frxMyqFJiubWXdqD/vBBYPGLNN6pp4WZTZ0fVuM09M+WMn4MWapKUr8nYCnbKl4PWpLFzHc15eUsS8K6gSy2pYtc9cxOBwOMAd86BfYYh80jsjn6WLW+Xxe5qvfnsdnc/Hj2l5rAN3uEY2F6dzpgRp0adk+lUkCD4Au1Yljz/YriFEmGIOMYaYI0KyLbV3DBP1J8WS2rJP1sP9qEHWe6JYqs1VXNYK5GiAlApH9qRzE+zXGGw1qZK061grOPBREQZzXqtwk0bG9xSktkf3Gci+A0lATbadpgqHU4+yNp3JjeXWBZtbX/hMgVxah6QIZTMxdXbqq2DyEYy41qTyNyyTBgZTgMFymNSViL161dYVWRqpnIcIMw5Dq6xYMyF53tiRUtyClAY56QrMKKZWD1tfMMF3mTqk0TqRWWxcEdCFChS2NS7wQQz1V+jDW106MQzsZp8zrCjzHmIrL+F4aBxQ3FMYYCaJDBdrzZWUq7BfnTFkjcz/JlDieHFOm5mBJ9L9ctO9lAdAB88x3rfdnXeZcMI7HZX6OSCljmtazDuN+bbaRTDoyMSpWXDhR1zUamMs0tfCRWd1BQKCiEc0lw+EYh7FutDCHDYa0pJDVmKGh5PqeJBaNPyu75rMU0LQfLCrrHIu2Ur9co2yNYQtl3UoG1H3XUjMXesOoDFhZvhoRNa4A4FzEATCQYKGmAw3Wh3MUGKPHwfn5HcEoa6i/bg0spbSj2wFJxh0G5NK/sU2FNALYtTjECppV4Xp33boYYGvflUGnUJGF6EJIAyWrOzaOyztVlPqXUhqb1sm65g6Ype47TXXRdnI8orAqwyoSE+V7zn1cnzlNE6bLBdV29K5Q5+KXDFuUcprmpf663RQATJiWutuacExrz3GkO84VX579qHlwUVFjbFDZWZ2TxKFenru+flbZpbrNyjR5nwKpMh+VFXWl1XBF0GCOJg2TL7HekgtmzN1hK002FkOvCq/hAQVMNY4RNPk7gfp0OjVvI143BMamXo+CDvuv7FKNUAxNxBh1lH2th/VXI3iACWNXr+laXSwxe+Ba6CmWewGUjL2pldaJrZ+t7kdLZBYhViGkonCiWI+moihD4PcUrj2KzkGNrq4CR8wRa+5p6t2UCOZqNdXlUjbi7jD0Z1ryc7qdvJ8/I7PhvWbL1sgdJVc2OtgKPmR77t4UexgGXOaVBfIUGJ5crkqkY8fPNT6sc6TjoADJPqqSqqvM/jIZWfMf6Y7xGeo6UhZijCyycJ2TPXnRcYzH3GlGAftM+WxjubRbF9CUAKypRrkdZqHApaCorFCBVMeaf1cjN210JqX6ThsSl7ggRj0iQKuh51hrGlQEULZBdZh1acxY9YbjMS85uBr2isxwDyi1DhINHedr5X4Apa0diFZBlU0FXhd2dDDUSmjwPoKCDj7/5kCraxXZKbAuiOjnbLeClJkhDXX/rzKUPSai7eL9+o4ed8c81RXkmHrC2NQeEAP9YcIsGn/iNbrTJdk2AK6goePA5zJutM+G13mMY6cLNM8//zxSSnjqqaeawhA0AbTFE7ZNA/lUtJubGwDoEto1nki5mOf1FbcK0OwrjXKUFWVSquwqj7e3t82gsETDoDIMYHkbaX+4rC6Q8FnYYVzsWwREnWOCED/TMEG8Flg3VgyWOiBWg8N+cVziQmJcQOOYqfHWfMnIDhXY9gCP/di75pqORb3VBbRr5V4AJbsTrZ0WL/UdNbo9Li4KqIWnYCuIKHNTq8eJVisZBzm6snwvC9vD++NCQ8kFOZylqWwmMuII+gp8NTSwtksZoy5GqJvD/mqMcZ7ntsrO555Op8YKGTOEHzbjBqypMWYGlFrf7e0tHj16tJlHCnLcDRNjYrorR1kQn0d3m3PEo794rY7d3thGVk0FAVYjoW7w5XLB48eP2xyrgXBft9ApA2NdCpwqk8okdRW+LT5YwjBuT5mKHo4COuU1frYHMPq91jnPc4sd8jolHMPQJ+WrUYp6w+s0VUmNCq/XBSMyYHokSkg07srxda+HYJh4Fqrz2l8dS+1bJD/RsMdyL4DSl1ihBvPVXQOAKed2eATQxxajdaEg6j7W6Iqqq6ACSZakA7q2c38bFbBOvipzcwXS/qqgst4tKKLF5hpAu9dX2Nqa6sHnMa7HPnPrIV1XPqcuGJSOrQFrEnV05yisqgR0p9y9vj95UXRlM+yn7snV52i4gvHKF154oSmuxrMUUHTRhW3kwpKCBceY862Gt7ry3lbQ1Siq4SR4aL/U81HXVRmKyqbGZ9kPfh5lWZmvsrM1u2OZh9Kf9xm9BfYxhhTUeJDV397eduDHZ+k4aL8iIKnrqqxTx4vt5PxoWIIyy/MGWI/G3lm/Pm+QNukYqo5TBlQ2eawgr2O9L9fOnN/yosoVCxUy7hrXOKUKrdbDv2P+lU6sBopVkJWZ8BnqLmrR6xTAq4LaRkHaYojEY7Q/FBbdPeIFmMt2a6UqgLpfMb1jBQvHMIxNWRSAdKWZ90ajov119+5knZRSA21VKm4F1P6oK5rS+k4igouOlW5VTCnhla98Jc7nmnyu7JnshP3nPLMNjFvmPKOU7aJMVPC9zQM0OGTDkcGO44jb29vGejnPOh7KRBV4HH3SvRo6thXok+YVoAgkGg8Fei9A55In5bO+PQ9CwS6yscjmtUQyoGPEudq7jwaScxZ1fLkIhq3OxjZRl6hncYHrdxSjBLZHZLE0log+BqQWWS2Dsr69U132WJ0KB4u24xqA6/fRunXPDPWoIGjuYKwrugfFV6COe7EpUMroqERk6q29y+G5mvoSWc0wDPCyZVKllG712Qz1XMbA5FgUUNhWfq+pS7ofnZ8xR5DXn06nzsARSAgQrEPdXH6vCzvVCE3Iubr6e8xL28pYpyoqFffaYoAy0b197mqAyKQOhwPSYF1slYaM/Z6mCYehN4Dqvag7zPQx3RWm8sQ5oNsbwwurvKbm3ag3oTJPRqhhIB0XfWY0uhoGUaan+sDf2z07+qEeJceDbdUQWQTJ2L69ck+Asn+NArDu3GgKkaxLpVElUMpNy8sSBZgDEt0gddM0NqIWL7pKvTBtU0iGob4qwrHWsxfn0TpUCKk8/K4CQh9U10UO3dZJBYsMIqWEYaw5epoKQnBivafjEfPUb+PjP91dMUguHMdQgVRTeAB0Ahvbxms1hUMZkoLV888/3+ZRv1P5IRtT4CWg8pULHDs1WqpcUY7UYGi/lLlw3vgZxzQm7zPERIORcz0wWtPNtD2NvVvatCeGmdh+dZf3vCTVC44h29M8Levdbg3RqMxHhqb6qbq55z1qe8h0dXw5B61N6GPhOv7UMRIKYkmXiI7eoP4OAUpgXDpXlyxq4mieZxR3JDMg1d0sOjj6U91D3Y4V00uA/kCBGFMCVmvP37UogFqqScB1dwv3PS8dAK3l1pWnECu4xcC3pi60NCMHzLbbueiiU/GU7cSV4WFYttNhDeQr224sB+LKDGl5ayFd66lu70xp804dNXhcodZ4JMeQ1yqz1uczcZnHsenJPcokVUkbo/b6LvU01lOwzb2dHm/DgMvtLYZk8Oy4vT1L7OwI94Jp4mHJNKZctFm2tpa6QcKsAKj/1JiarQs0nHfu3tFwR/Q8cs64vX28GkHUHNWSC+apvgbCDqk7QEVlVBVeP+O1MW7HogYq7u2nPKdUz1qYl7UC8Mh9s5pLK3Oi9aqx2HhIQSe0bVqPejU6XhrPpM6wHarf1A8FbT6rlNLc+LvKvQHKNsGldO/uaOxOBEAHV1cU9TOtE9haMaXfKkAse/EWXQBx9wY4fEmVLTGvpaXLNb3lZvvXFcU+/kKXGUB3Tf1+rUMFgWksGnBXF1cZbM65HpE/bPPG9Fk556YAFYRSe9XBeKixMaZ1cfyUQeq4KgNX1zDOPd1Ejg/bwfrIkOIBrOpa5Zzb6w34KoblIct7eAoOx0PNQ3QapAygvqemPmM90aY+g3mtRfpryJkyVd9YyX5GReQ8aLoV50NjZnXeNC4K5GnGNPF9OKluyshzx1RZdwTAyLiUTerYqwFS2dQQCdwbEWjAZk3Y21ZY7T+fQwNONq9yGnVOPQsF+9gXnjUZGetehoK2ecNkU2rvC7qr3BugVNdOB6YxPmwTrfkzBnFV8Zj8rJZKJ4tF6Xik/PF5/J6Co4AQmeFen9T91MUCPY2GLhnbFlcgFejHcexelNXcfhkH3ktlnfLcGQhN4qew8Xgytei8f291P86BCjwFWo3YtcUSDbwTFLlwEeWF13eKIAqv7IjM/ebmBrePH7cToujqAf2hzHux1RjHVJmJxluNPeeb8UA+V2UtGhHWoYssZEAu7F3d8Fj25ie64exfBC81cLFOlVP3mo2hOqzXmlnH6iIj1JV+JQ6sn9epLunbI1UXeG8M5UV91v69lHIvgNK9B8oOjGhtvVdWYBvX4ECr5VQF0mB/vIaFg7yxPLYmd7c4iJfNQs2eIu0Jm7op+j0Vkm3QOIoX60BLAYggez6fkXPG6XTq3uzIvrsvr3pAH0OisCmL0wUj9j+upmpblFEqw2dZ44O+WWhjG9SgaIoX225mbRGK9w3D0MX/UNC2aKagUCpf3DJbSmmnvvM5APDiiy92gE9jQlCNrF3bqWEB1ns+n7t0JwVIZV/KntSr4mcGwOXZ0TVVgOb30e3UUBWfy2t13CLrY4nPi0Qm6p+CshIbnR9evweclOFWF7ZAp/dHIxo9FZ2zlwKW9wIogf2E684qWE/NgfXEm0jVtSig6ORysvZovgaEtXDAG9NIfQCbz7tG81l0tVnd7bg6qvcPw7DkY6aNa6SpSofDoQHc7e0t5nluq8VknDxRXZVQ3S6OaRQ4ZdsKBCqcypyArSVn3cqyNATC59/e3nZGgKzicDjg5uamMyxtlX4Zk/EwIqFP/lZZyDnjeDzBFyXSU5o08K/xVTXamrtZ+7em7CibV6PbwhkL0HLOYrxZ74lAymvHoWeRDfglJqjGXmVSQVWBK9ZFeefn/FtlW5mh5/7NAgpyOg867ypLbIcSjdhmZcRmBoiBZvsiGHJc1Nh1XuMVHY3l3gClTpACYrNI2D8Kac9d2GNqdGHiiiK/0z27kcrr5PMZwzC0AyGA/RiRPpvKzGc8fvy4HbHP52i+XAQUdwfcNkLL4Dvbqad56wvl1X1zeANKto+CvTm0A33caY+16wIG2xBTSNh3rV8P5FXmEBVDDYoqN4EtumDutX96L+9RubKyLqzwflV2bTPjbDr2nFfGJzXjQg1E3Het9+s1yn6UTfK7dr0PGIZeV+J8ad5jBFx+z3vjarGGeSK5oHxp+w6HAwr6MdAFVKY76StHaDB0fvgMDcdQJlma4cGynhHkMDJw/mzbMcN6RCml6fBd5Z4ApXeTF61aFeBt8D+yPr1XBZGTq8nOkeITDNQNYJ36XFWeeG90MVjUgpdSGqO4BujKglV5i5eOLeguCqB/qTzBke1U9l3v2b5JLzJbXSTiuCmT1OvY/r2kXp3LyuaOHUgqa4hzwn7F2KaOeWTfxR1uvdutsgQAeZ7huWzqW+VtBdDIpHkdXXb3ldFqeyPwp5Rwc3PTxoEyqfdxDDWNTA3Bamy32zEj+2KdMQ7IsVASoC45fxLcrnlrvL9ud+1DHRpGoVzpnOp4q4d0jfVGY2lYFmJk/mmQtH+qg3tAae511fsJzPJeAKX7fhqOToQveZTaoQg0jTFJXWqRddDjdSqUWq9+HyewFO+2Ge49n8CoJ9rEOEl0EaMVbMrijmKrxVTWou6KWmgFd3U9bdiemKPt1bois9XVRe7PjQKorEDdId6nSsTxI/MgUGg/FKR0rslQ1T22YQDFRAFAmVeeZwy25nZq/Dpuk3Rfk/PZL01Cd9+eKKXyoGOvbCy6pFR2Ze8cD4YDUkpgEl0EHR2LyAZ1jihzkYkxhqwvd9MVeoYdIiOtD+jljSXKtsqJrtxrOxlvBtaDo1XHgPXoNz5T51iNgbJszq/qngHtRYJ3lXsBlGa9+6uuA8BOpg4odRBiHIo/OWAUMLq20f2JbFDrUhYV43SOfq82sB+To5BN04QPf/jDeOUrX9kSarUfkc3yPipVSuPG1VYF1s83izcaI/IC5FVJFJj5fPfqunNBSAVe3S5ltbogoH3R/EkFbfY7LnBEpsPx5vxF5szr6T4mQ1tciMZnBe4CR59Gxfni7hNuxdT206VUhlaKwWyNqWuMN4YHoqKyTQpa/Ez7rizWsBMjDEyqi+Vheyr5Hnip28rvNAtA74sy7yjdu3V04UVlmIZSjZ7+rbKhchY9TZVVlUmVGdUJHX8FeDPDEGRgr9wLoMTyxsNcSsuPyqXUA2V32B3Qr7rp9yowVB7+zRIXa3TidVAj+PIzulxlZo5eXWhJwtJSMqA4EoAhT/iN534N3/5X/yp+8T3vwdf/F9+Az3/Tm2CWMIwDMNY8NI3X0JorCwBQT39fVmtRSl24SDUZnFY9Lyf6TPNc0yiSIdmAUjIuS/rQ8VQXMBQk91xLM+tWg8mM2U6eODTPGafTcQGJ5UT26bLUUQ/N5eo0sL4WWOdSDSTbo2MeDaLOaQfiuWCal11JhYpYPQD3shwKMqMAGO3Q3vVuKS2bHOqW2TQMgK/vES+l4Hy+bW09Hg9LW2u9MRSgCktZVIOr8tjkNlW2aMMA+PKaiZwBdxwPCefzLYbhsAFDM+uMWow5k60SrAjgQP/a2BaayOuGC/eaIYDisOI4HEagoC7gWD31yFoyoq9bX2ngjgfkXFDy3Fark1k7kdyGof69fG5LuzuQI0hSz9FSONs1e3FuTaFSeWly5d5e+XJXeSlvYfwOAF8O4IPu/sbls/8OwB8H8KHlsv/G3d+5fPenAXwjgAzgT7r7Dz2xFaj7hYfA7oDV/UhpXaHaY4Dq8rFoPdGyXOlru08VLyaH89/RRgw2AEiY3ZHdMZcMLxknOwClYEDB7a/+f/hr3/oO/MS//Am8+pnXwW8f42YcMRdHyQ5LA5C3LyWL7mvxjAHjshhT6o6JYeiALOdcj6BaGGyBIy1pNrksr9mQQLe6QgpMMbNAQY331r8dZgNScrgbKn7zvEeu4GaYrfPG3Fatj5+psdAFIfftKUW6OMK6qGDzZQmJOJAXsBrHEdV0OTCM9bUc3F6aZ1iRd+2MI3yeUXJGzqs8cNdOVUZ0bjoXC2kMdOMAgE5+1DA00DcHhoKC5YR4TwASzGd86APvw7vf9U78xm88h6/+2m/Aqz/ltZt5U+NFsJjnC3K+LPMzI+fHABy2IJuBBigDuMB9gvsM9wnAhJTyElooKHlCQq7jhBnwCY6MaZqRrAA+oZQMWAYwo3iub0GcAMcE9wnny4ya3D8DcKTxfwBKQUHdv31YdmONEsMv81x3WBFIZfwisVHmrDocw2ntM68LxXfhAvDSGOV3AvifAPz18Pn/6O5/Xj8wszcA+BoAn4f6Xu9/aGaf7S/hlbVKy3naMiArmdbH/xhDCc/fdXFY1BVQF5nCHj9X9ydOzrBYwapEGZ6A+TJjPIyAJeTLBTfjiI8892v4n7/rb+CnfvpfwdKA3/OGN+Df/sIvRC4FDkPOM8zTps0R1Ovze0upiqaMhX156qmn2lhqu6lEZBwRoNVgEKS48huNifuWfSgbXdOM1hVSbWt0Q5Vt6cKRsgR18XVRSAFe31qogLuOW4IXwMzhfkHJM0qZAKvKPV0uKGXCaBlzmTDnM8YBKD4hz2cMA3A5Tyg+oeQLgBmwgjyfkfMZXiYY0gI4FYhmy6jbHSd4mQCf4SgwXAAvy2cZgznK8v6o2TIev/gRvPjiL+Pf/ZIL0uAYx/8T59unAMyoqlXBp/6cUbdV8rMlNrdo4MjwoQPzmqK6W9rRp/yZas1nVSt6Mb79rMoEcBdhq68fXjNHYjiHhX9fC48BfchKMxA0RKeeKIEyhsv2ykt5Xe0Pm9mnP7GmWt4K4Hvc/Qzg583sZwG8GcCPPulGPRpLQanFKBYqr4rF7+6yBhoLuTaA+hy9T4FCFbm59TCUZXvHYAlDSijzjIPVvLIXX/wI3vFX3oGf+cn/G4fTDT7j0z4Nb/tP/lOMxyOmeUY6HOtLxXKGlxWwYjyttWno21fKer7eteO1VLhiTI/X3RVspwKWcsE8O0qpoFAZwQxDQS6VLeTscJ8W9jJVJokC9wtyuSDngjyjAhLycs8FxStopOQwyyhlgiHDF8WvDGdGyReYFVgq7TpgRjKX6ya458aMzFhPBlzZDP/91pe0/K8IPbgWAVscAwCLw7S4sPzMHbh5BHzqp+ldH4Rfq3BTDFXNB/k37vxefzqqh+Slfp+G4/LZCHiCYURKB7gnwA5AGuEYYD4APiDZCLP6GXyA+wDYALMRCSNKNpiNmMt/D2CG2YxxfLp5bhpuqmPSx76pD+pV0uhrqEFTnVTOlTyVUtq6RyRdsXwsMco/YWZfB+DHAfzX7v4cgGcA/DO55r3LZ08o/fH3wJpI3DqW1qC1ulgKYtG6aB0KFDG2GcE2BseVAZFZAUCGA2OpipcnDEOBIQPzLebbF/H93/d38YEP/Dg+8bWOZ555Fb7ibb8PN6/8RZznX0D2GeU2w1JBzhPMKhA4qquKRdlBwPD60xdlN6sK/+ILVP7KQCpg1PuAjLKwlwrrlfXA9ZrKShz1/vosZSi/s8uTASWhAYXVn4YRsAoc7XdPMDvUa22El4TiBsMIS4d6PxIa4Hj93UuCpUMFinRAKYZSDDknDMMBaTjBi8F9QM5A9gHH8YTkA57/9efxD//Bu/De9/wyPuHjPx63jx/j3/pdH4//+Ku+Dq945Scglwo6vrQtLc9xH1CWOrk6Tpml/OpmDg0nEazKkhsKG+oJUaXAynJgrhncAU8GGxLmJe7L2OpgVsMvHGLxaA7LCe5z+QsAZgzDSnY0Nq4LSwqIMTZd53ibVqT9YlES0tzznKvWvExA+a0A/hyq/ftzAP4CgD+G1RB2/dirwMzeDuDtAPCa13xKGxA9i08Hj4dLMJUjWhQOiKbUaHzv+ef/PGC/1hiHCUDUyPS0Mg9+5xNKqVaPwOMdiNwdUfjSL6v/avl5AD+KD/3aSx7jf+NlH1NW5Tcb2++wBVB22InZQa5dAIYgZCOSHSrYLGBi1t8LDBV8fAUcsh0vCe4JaTghpRFmBwzDEYfxBqUYLpPDPWEcTrCF+ZgdcLlkjOMJx+MjlJJg6YiChFL6hToaTrrsVtbDOQC03NLHjx9jZizStqur+l50ym0pBcgZlhyWGF4YMJe5bV6wUpBsxJAz3v3Ov4kf+d8+jM/73C/Ep33KZ+IH/5cfwBd/8WfjdPw9mPNxqffQxeIqkAD1ZKPtqevUKQAdMClZIECN44jL+YLbj/w6/skP/x8YUsIbP/cN+NRPff2y6FbDTuYFkxdgHDDneihJMgNyRoLD3PHch5/D8eYGN4+eXhhjHZ9pegz3p9cYsvfZJTHHMq5k66q8huw4n0qi+LNz6b1uTnhS+aiA0t0/II35NgA/uPz5XgCvl0tfB+B9V+p4FsCzAPDGz3uD61vy1BXuFg2wnxCuMTZ+pvEqM8Nl+kcoZbcpL6G/d31LAKCyJ5xvM154/kXkxc141Sd8Mo7Hp9AAQIHHRsBXsHEkGA7iviSkdERKR5TAaoZ0hPvKbEoZKktJ1V1yT9UdGo4LA6ogU4phGE4YhmOrr35ev8+5sh5gwM3No5Zbp4Jsxp1E3sU5dfFtnRuAMKxGjH/vCXRkEnpMltbTwG04wJLjaP3WvXXlmfedMI7Wzggdxz5FjHLDxaO0JPlP04TT6dQSxAmE3G6pp9bwXpVjKr8adc1VZFrSwR2YJvzkv/y/8M9/9Efw6k/6RHzlV74V73rXu3Dz1Cvx5i/5UpxuHqFgBXXVm7g7SMdXY7RsJ+dSc2V5JJx73cX1ax/8EP73H3oXXvHUU/jxf/wj+OzP+Rx8wZvehE/9jE/Hqz7pEzFlxyWNSMcjbl94YTnIGUDJKNOEf/5P/wn+7t/5O/jcN74JX/v137CMHXfuTN38a9uBdYFOwZvt57qGEirtVwwzRbnSBZ0nlY8KKM3sNe7+/uXPrwTwk8vv3w/gu83sL6Iu5nwWgH/xUurUVUygT1zOOdfTvUuvTAqqOhCalrGmPtSJee65b8Db3vbX8Ja3fBH+7J/5Opgt8RYMeM8v/Qr+0l/62/iJn/hZ/Oqv/jpe8Yqn8J997R/Az/zM/4sv+ZLfh7e85Q/j4z7uVSjFkNIBP/feX8ZXvOVt+MN/5MvwLd/8Z3CA4Z/+4x/Gt3/bs3j84gv43Z/5u/Gff8Mfw6d80ufjcDrihccv4umnXwGmqDhq3NEMKHMff+HPbltbqq6Urm5SkHgv02uUcdfFMMcgwe76eb8HdhhobDIOh/70dGCNI2uy8uFw3ADBFgSBb/3L34p3/JV34Nu+/Vn83jf/3i4cwjbFVCgFAlWWvdiqGlreW0rBW/7QlwMAfvCdPwCgPz8gDdsE9o7FlAJLK3AyuZ5veXz66adxPp+7nFg+W0NDbLvmVUa3172mqQyp4Llf/QB+6O//AF751Alv/SNvwXt+6T14/4c+hC/6kn8fr/vMz8Gcl1ViAT6CBZ8bY/17JETJhOqVvo3T3fGa1z2Db/wv/zh+5QMfxK9/+Dn8/M/9HL7zb3wXvvT3/378oS9/CzwB6fQIl8dnnA5HjClhvn2M4f+n7s3D7arKPP/PWnuf4U6ZyUwGSIAkBJnDJCCDiIwKDqilVjlr6a9/lvVYbXV1l136dA3d/qyuakcQS0tQEQQRFBCUMQwCgSQEQpgzQRIy33vOHtb6/bH2u8+7972J9Pg92kuZAAAgAElEQVSkV54899599tl7De961/edveNn11zL8nvvBZ/z+MMPc9Z557NgwQKGu0UZDFv1fdR91X0SGtEO+5oH1NVueh/pw0LrLctr6jv7am/EPeha4ExgijFmPfAfgDONMUcTYMKLwCeKQa02xvwUeIogm37GvwGLt5jn64YHPYGMoWuoo0mNQOunhjHBb7DVPAa4GmunEcenlO/J85wvfOHdvPzyK1x44duZetBBxI2Yyy97J1dffTUPPPAUfX0zuPzyy4tNaWnEBaqwFnLHE088yfev/h7Dw3uZf+h8Pv25zzJrzjxotukmKa1WH92ki5UwQgtBh0RFEa3HWAlZtL0IkrpOV+ZKiyrStHuKZp51lCEbp9Fo8JE//giPPPJ7fv/YIyXz1RZ0EU2tzdEaF020PZRvkBBUKWw2an1Vk/dpa7rcLwmKdRbuuhtRfcPoviVJwq233Mpf/4cv8+Wv/EcuuOiCCtPWaCSKYxqRLWtHy8H02GOPMXHiRGbPnl2GIQoirEs8GsHJHHrvyzhnzejTPIVkL3fdeRvbt73KMUceydRpU7j113cwa+48zjj3bWRRs3Bpqhof9ZhH5QhQ9AFV53vdX41K5fcoisgjx6FHHs4hixZC7hjes5ddu3fR7GuTNQ3eGhyORhzTsIZkeBjrcm66/nruufNOBttt0k6X004/g2nTpoX9Q7Pwhewhb71f9cEvhplut0u3260EjsjhI+hcvq+fsT96CKi5mh91rPZGrN5XjHH5qv3c/1Xgq3/oubpJ9zUTQF0Lg4+KAmOBacpERDYqMz5Db8DCeIRwTDHUKQeN46abrmegf6ASq7x+wwaee+55LnvnO/j3f/WlwFTCePj85z/P6tWrmTRpUuhvwVgPmnIQN/3yBvoaMc+uXcvV37uKNE05aOpUPvDBDzJtxnRyPD7LCYlkQwC+jFMiArzzZaZwzfC0rkZOviiKSLO0LJcrCVN7CC84KLsCETl6BFJHY/JcYQTSNJE5hR6bzSYjIyMl8Xo8aZZhKqrpkCvRW9874LyvSDcyf7lzZYEoay1ZngE93ZNzPaRkbYQ4ddeRgTxH7tWuSd/7/lUlKi4PBCsRW0lBQzq1HTTiRhFH7EjSFBtFmCwjjiJuuuWX3PLLW5gwYQJf+tKXsFHE0NAQ4gKdu7wSoUKB7iIbEsTGBc3iq+sRxTFxZFmz5nFWPPYIQ4P9nLRsGbfffjvdNONt576V/nHjSL0hLqRFYRTCHIJkAd75cv7r+sexQki1ikNE7zzPGR4eZmBwgLwRk+QuIGzjaY0fYOZBExlJuuzqDtPqa2NyS+Q9SZ7Rihv8/oGHWX7vfQz19RPhOX7ZiVz+3vcSjx/PyMgIvtiPnqRCdxr1CjKWQ1AnjemNt3dA6nFqyQGqwEloUGhH8419tQMkMicwyzIeVzi/McQiOheiKt5jC2WxMB2fh43iAiutuBOUJ7oRnVLOgvnzgkc+gbxzPJs2B7Xr1IOmEhOTF87aJoogMhyxdDEmgsQnGOuxFvpNxPzZs9jw8itcfdX32LhxM/PmzePTn/tTps+ZDc1m8GpLu7giosEUbMV7T57mmHh0Jhl9qmpUaUmK6CWHs4bMB2V6O27x6MOPcPdddzFx/DjGTxhicNw4jjhiEYcsXEg3SegkXRqmHTZ9Myb2PYKpl8rQrRGFmbUmRE7Z4AONK8JOiSLiZguTOcgyGpEl8xlg6eQpcSsm8TndEsVY8BZnIMHR8B7bTWlEDYb7DdZAVjjJx1FEnnmMbZI7T+Y8TSy+46FlSDMHNoRkxrGELnqajQZJ4fg9Y8aMkhFrH0yAyIBxaWm8oVgXn3fBWXyWMRw3sD7HkvHo8vt48De/YlIT5kydRNM4Wv2DRJbg7hXFZGkaEIoJPodxswnG4IzF2yi4DGWOgWYDl2QkWUriM0wzZveundx2043YxHHOeW/l9tvuYcu2HZx7wQVMmDqN1Oa42NFyMZE15FmKj6JwGFqLI0RgWVMtDCeShMxDmVM1jkMWHu+wItmYiDz3WNNgcHACSZ7Q7c9o5zlbnl7HY3cvZ/Yh8zj2zadifEZ3+y5e27yVvSZlaGiQZuJIduzmgZ//gr5Oim01SZuWBccfR9Zq4IrY7TyTDPm9+uia/ut1kOrGHc0ENfPT0pFcqyNr/d3Ihqz9LQXOxmoHBKMMfNBVTgVXoATohRr52qTJxJWiAoCtGnW63W6xOcJErH95A5e+8yNcfPGF/M1XvgzA0UcdV/blm9/+Nt/89rcB+Pif/DHvf/97mDBlMs1GI0TepAmxtRgMmza/xrnnXsD8uQcz0LActmAh7//ABzh47lw6WYpLU6LSIbonEi9f/iA/+tdrWblyJbt372Hy5EksXryY93/gCpYtOxHvgzHgup/+jHvvvZ91655j27Zt9PX1sWjREfzRhz7AaWe+OVgX45jIh4iGn/7sBjye05Ydy/MvbWD7zl3s3r2H6dOncdElF/HBP/4wtkA0nt7G0WLZ5s2bOe/c0lTPMccu6/1+zNH88zf+CYxnxe8f4fbb7uDJJ57g1VdfI88yZs+ezbnnnMuHPvghbKNBX3+b1DlacUxc+JumI8O4NKXRbjGSJmx9fTuf+9RnePmVV/jLL/87zr/w7TQiy56de/jxNddy+x138PIrr2CMYcGChXzgivdx/vnn0+l2iBqhJk5sLRbIuinNOMY7X4bznffWMJZbbv0l3ns+/tFP8OijjwLw5b/+Cl/+66+U47vlVzcxbdpUdu7YwZNPPsGEiRPpGzeB/kbM9k0buekn19EmwtuY0085jc6eDp3UMzh+iFa7RafTwfnCp89YnMvJ0i5RHJF7i7GhhnnSGSFxGXkecoNG3mCd5+7b7mDLxlc5++xzWfvsOta98AKXvecKDl+ymL7+Prp5QidJePSx37N69WoOWbCQ45adSP/AINZAZEP4Ji4ncxnFWTjKuCbNeakVX5SYwJFneRFqmgYf3TSjr5Pz/IpV/Pbnt5Ds7bJ9ZA+Hn3w8UX+L5lA/v/zhr9m4aQM+z+mPGux8bRvNAgF29nSIBtq8/MorHHfyqWTlAV2I3jXjm/zUvwudCqrUKjatatJMsC7C1xlxPVGO+5/VUf6faVU/qbEMAiIGo37K52VQf4Eo9cSVeiNfoEx61epcgVI//omPsmnjZm6++Zccf9yxHH/MMfgsweQJf//Vr3DJ5Zex7NRTMTbCeIMhwjvoDIeU/tu2beOYM07no3/yEebOm8tIp0vcapLmDudSosJoEkUR//RP/41vfuPb9Pf385azzmTGjOlseW0Ljz/+BDfddDMnn3wSWZaxY8cO/u7v/jNHH/0mlp10IhMmjGfb1m3ce+99/OmnP8e///Jf8c7L3xHGGUUcuXgR48ePJ8syNm/ZwUgn4Zyzz8JYy29/+zu+8c/fJE0zPvrJjwcDhalWzBNGOTg4yKc+/UluvPEmNm3cxEc/9pFinm3hxhVhjOWH//JDXnrpJY4++k2cftopdLtdHn/8Sb717W+x/IH7ufKqK8m6neBc3+kQF+qGB3/3O15a+wzHnHISubV84d/8GXv37OG/fu3rHPvm4/HdhB17d/DJT/4pTz+zlhnTpnH80W9ixowZPPDQQ3zxS3/BAw/ez9989StkLiNuhOJb1hMYpvOkPmRH0shBrOYXXnwhQ0OD/O53d3P6mWdw+BGHFyTo6OvrJ4obrFy5ih/84F9ptZoM2ZgY6OzeRTI8grUGbMxPrr2OLIqZMn0mn/zcZzA2x5qIyHqSTod2q0UyvIcN69czZcokxo2fTJp6iCxRMyaLQuhqjMF2HS8+/SyP3HU3kwfGsWXzazy17nlOP/dcjj7pROJWkzzL2Lp5M7/8xU2sXvEExloefuhBjPWcfsZb8FlOI4pJki4uh0azEfwcTTVDUMXo5EJkVZpl+DgcoMaGaLFmIwaX07KWzSuf5cbv/QjSnDyKmD9zGrQbmL4mLRtz1tvfxoa1z7J9y1ZWPP44jYE2nSThzee+hcMXLWL8pAnMnTefJE2JWv2FWN0s1DHV8CAdBKL3eL3vGljJ/dowqPX3dR24Vm1pGtlfOyAYpXPVMqfeV11Ogi6u6iSudVV1Bbr+XUQtYwRaS1YdynjpT3364yy/70FuvvmXHHf0m/jkn3yIW6//Kb+5805SPBtefAl7yikknYSBwXHs3rWHdquPNU+tAaDZavHHH/kTZs+Zw0iaEDXislpdlmd4F5Ti99//AN/8xreZPXsW37v6SqZOPahcqCRJeP317WXfh4aG+NWvb2bGjBkV/7A9e/bwkY98gq//l3/kgrefx9DAEFmnQ7sZ471jy9atLF50OFd+5xv09feTO8/HPv4RLr3kcq790bV88I8/FPRlUQ95awPSwMAAH//Ex3n4oYfZtHETn/zMZzDGEhcbKE1T8PDFL36RuXMOxqR7MT7j5ZfXM3fqJG5IOzyxciVXX3Uln/7TP6WbpYy8vo2nVjwOwNMrHuPltQMsf+RhVqxeQ39/P9+98ioWH3YEue+CtfzN3/1nnn5mLW86bAGHzJhKlibMnTRA69gl/GL3Lm76xc1c8f73cvgRh+HzjAhDt9NhoNVmePcemgP9Pct8UQJO3Jve9a7LiaM4MMq3vIWLLr4Y8Bh8GGOWMW/ePOYcfDBpkjCnv59NG9bTPzRE0m5johjbbDNj3nwmT5/BUccez9C4CTiXMbx3D5GFVqPBM6tX8subbuSF559j8aLDOeXUM2gNTuKIpUvIXE5qPM04Iusk2DThvl/fRqubMdLNWPXkKrpRxKz5c/HNGGdg5/btXPfDH/Hyc88xe/pUcjzbduxgy4YNGJcChs7eEZbfv5zdO3dy6bvehTPVGHCdBQmKonjek7s8uLLZ4KEQxTHkOZ3hYUb27OEX1/yU3a9vxzRi5i1ZzAlnnEZuIOt06SNm0eFHMNDNuOXJVaRZSifPWLjkCC59/3uCOJzldJMum17bStweYMaMGYiER2HMqetJpb9iyBEEKPtffmq9ZOUQUM/TPKGn8+4ZfOQQ2V87IBiltaZMiqAhsZ4QbbErFeC1HHXAKJf3XlKHZvGxWInBmpAqLTKWdls+91zzwx/wyD2/Y3hkmLkLFnL2mWdgncd6SLsJsY1Zft8DfP/qfwFg4YKFzD/kUJqtFtnw3rKqm8USmd4J9q//eg0AX/jC55k+fVrRj9DhZrPJ9OnTSmJotVpMmxbuEYV2lucMjRvHRRddwD9+/Z9Ys3INJ514HK044pe/uIkdO4I3+//72U8xfmgce4aHieKYSRMnccYZp3PLLbeyfv16jjj8iIqIUt9AwSIffu8bGMBiyJIu3hn6Wy3wjgVzDyZLMza+9AIP3n8fq1atZu9Ih6OOOJRnX3iZdevWEfmcFY88zHX/+i+sf+F5ACYNDrB5xy5WP7WGSVMmc+X3v8ecWbPxaQ4u46XnnudXt93BUH8fxx6xgD07d9BNRli3ZhXNVosjjziUBx55kl/deitLly6i201pNFu0G01eefElfnvnXRx38kkcduSSYi6DlFF1OxO6MjgMjSgOUU1FNMm8OXP44p//OcbnvLpmNd+7+mr2JiNc8YEPMmPuXPqGJtDo7ydu99NNM/bu3UMzCjrN3Xt3c/ddd/LIg/eTdIZpR7BuzSqee2Ydhy46mvkL5hP1t+imHXCGhnfcc9edPLNyJQNRg9SFSK320BCdNMVH0OmM8LPrfspza9Zw3JFH8rYL386vbr+NrVtfY96cOeAcr7++ndtvv53HHn2cZSecSJ7lEI+u7lnxCsBgbS9LfvjMBd1nmmKd49e//CUvvvwythUzOHUy51x6AVG7ic9yBuIWdBJuv/lWHr77HtrtFlEU02zFvOW8c+n4vMw4tHvHDq666nvMW3AYV1xxBQ7RCScVFCn9HcsQI/Rad7DXUqgW0+s5I7ShSOute3Sx73ZAMEronQalj5syYoSQqqpX/v5OEvkpExJEbLGySdZqQaVFDHgarG/PPL0GP7ybNEuZOn06H/rwh5kxaxYjaUaz2WLnzp3cecddXH/dDex4/XUADpp6EFhLkocsJ54i0xBBZySLuWrlaowxLDvpxFEOsnrRZQzrnl3Hv/zgX3ns0cfZunVrWb1P2pbNm/FJwt13/47bf30L3nsaccyMadNwWcaPr7mWufPncdrpp5eMeXj3HoKrTjXNXMW6borICsC7nE63SzMKVueGjfB5xqonV/KP/+2brFrzNHtHOqRZ1Qtsz549PPbwcq770Y/o7tpFq0D2z2zczCuvb2ewr8W//Yt/w7Qp43FpB9dNWf3UCq655id475k4YQLbOylPrXsBYw1Tpx5EPryH9a++BsCLL7wIeUojgr17dvHMmrXcdftv6Gu1mT5tekVlI00OoR6ChjxNibyjGQd/VmMNaXeEhnG8+MLz3HDDdSTGceypJ3PUycvoOI+zEZkxZHlCkiW0PPg049UN67nxhut4/tlniY2n29mL9Q5roNmImH7QFAbbLXwjhBka79iyaSO/u/NOup0Og0NNbNxk8uBEzrzg7Rx7zLEknS5rn1rDqhWPs+SIw3nr2Wfzu7t+y7pn13Hk4iM59NAFLH9gOffcdx/btr3OKaeeymXveCc+suS+6gqmc0QWmwFjLLYIQzQGbGyBnMhbXnj+OR5/5CHsUB99E8dxzjsuYuah8zHO0cwtL6x+mlt/fjObN2zksIWHctyyE7jyB99n9uw5HDJvPhRRTzu2b+f6665jx84dzJw5M1ivkwYYcK4LPh91cGvrdd1+IfxBu5Bppqd5RF1/Kc/X4GsU2BqjHTCMsu7/N8ofjB76Ekg+VhOL8ihG6YoTzCXF8yXtFeRppwSi655dy/ypk7CtNiee9mbmL1zI3k6HuNlmy5bXuPqqq3no/gfJ0pyDZ81m49atgC3ccCwmjsvUXJYiRK2ow7x7927GjRuir68PGDu7uPR55cpVfOxjnyTPcpYtO5Ezzjyd/sEBDIa1a57m7nvuJel0+f2DD3Hzz39O3k2wxjA4bpCJ4yfw2ONP8PSaNUyfMYPY9lKx4UMCj4pS31WzirtCdwXg85SGBfKU2OdsfPFFbr35Zq685jp27Blm/OAAb1q8iMWLFzF+wniyPOOb3/0+O3ft5Pvf/Q5ZN8H6nKgRSO3VnbsAmDdrBqeccBzkXV5/7TUeun85Dzz8AJ1OOAxe3riJlzduKvv4zCubK+s8MjxM1h3hxZdf4a677uaZp9dyzNHHcv7bzmfq9Gl0XZFzNAy54uQdFUy7YSMG2i1wGS5LMHkOeYJPOjz4wH3ccfttJN0uEw+ayilnvgXXaOCdJ8sdzSjCOkeWdnnhuedY+dhjrHnqKXbt2sG0yZPY8fo2WnGDRhzRbjXJiTjvrefQKFQYcZLy9Jo13HLDz9my5VUGmg0Gp0zgsCOP5KjjjmPuoQvIsSTDI9xx8y00sUydOpXrb7qeDRu2cNjiRZxw/DJ+9rPrefrZZxkcP4EPfvhPOPLIIzE2Lj1ENBPQ4mVwS6OSBBgbLODGO0aGh1l+371Yn+MbDd55xXuYd8RCkixheMsO7r7517ywZi2581x42Ts46dSTWLHicZIsZdbU6UzqHyJJUl5Zv4HrfvZTNm7axKlvPpOzzz67yOwkarYEY6slZuu6R/mpkWadV2h/6Hp0ktZZ1suIaEv6/toBwyhh9KRAz8cur0FkfQLsa5DVU2K0jjL4IgbH8aeeCsFF3jn27N7Fwjcdxwmnnc6IC0r3J1au5Nvf+hYvP/8CA+0+xg0M8O7LL+ehJ1ZgTbA+Z4U7kfGeLEmxyk8+jmOGhobYuXMnSZLQ19dXESHqiO67372KbqfLd6/8FsuWBQTaLdygvn/l97j7nnvZvWsnNz5wD3maYA20+9q0Wi1eeOEFbrrxRqZPncqyZctq1s4qg9QEU1GWF76pxufE1pB2Ozz24HJ++5s7eHLlU+zYM8y8aZP4889+jtPOfitRbHHGs3Xra3zzu9/n1c2bmd43i3Zsabf72LBjNwBHz5vJ2k1bWLXuRa686l849aRjuP+ue9i57XWOPeYo+gfGc+9Dj7NkwTxmTZnASSefwoWXXoKz8Ld///e0kw6f+NjH2LZzJ9f+4Ac88dRTYBucc955vOXMsxgaHMLEFtcpdF8EEbOM8HKuDFmLLCXi271nNz7tkHVH+N1dd/DIQw+yd89uchdz4smHM2PGLPIsBJjaNGfna1t5+skVrF29ilVPPsHe4b1MmTSZJYctpN1us2LnDiaOn8LMmTN55pmnWXDE4UyaMondO3fwxOOP89ijv2flE0/i8oxx40K01pR5M5l9+EJS4JlnnmV41x6eW/csm154iVYj4uFHHsT7nIULFxNFDa686mpoNjjpzW/mbRe8nQkTJ9PtdomiotCXq9Yf0kwhpAmUVHNBNxm8bh3PP/8cN177Y17fuAmfZ7zzostYvPAw9nQTHn7wYVbc+yC7N29jyZIlHHv6qUw//FDyZoNXd75O3GwyYXAIt2eExx5+mF/95nZG8pQzzjyTCy9+R2lUwxf70fSYoxaD9+cuB1WkqW0VdQaov6+lNv3s/2sQpYbDMhniR1U/OfbFIMtNoSx9GqbbqAU5ZTICeU+eZ6x6YiX33XsvAFmaMm5wImeecy6Tpk2jk2Xc8Ztfc9ONN2FczuTJk3h1wwamH7qQKVMmA0Ep7pwL5WTFBzAOOk3wZHnYtEuXLuHee+/ngfuXc/Y5Z1UIRIsWxhheeXk948eP5/jjj0NCt7AWYywrHl8BwBMrVjC8bQsTxg9y0TsvZdXXvkGWpnzrW9+m2Wxxxfvex6QJEwLaLeYp+NnZinJcJ+mVuRcjmMUzvGc3D917L08+9ntakaHZCiF8Z51wDGeddQ5Zo83ezjAvvPgcV3//aiBYmRceMp8Fc+fw4O9/T1JYvdvNJqcsPoSVG7byvR/8hHvvuZszjj2St551OkedcgrrN2zCAOtf3cK7L7uY885/OzRbeGOYNGMWmx7/PVd/5zt0vaM1NI4Tjz+ek047nZkHz6XRbJMbSItQw+DtAN70kq1ousnSlDgy+Myx6okVrFn5BC4ZYetrm1g4fy6vvPQSzgxw6kmn4VKPjxzr12/g8Ycf4fmnVrNr80Ym9vfT8o7WUD/jh/oYaDdZvXoVQ4MDvOc972X8+PGsX7+RvcPD/OjaH/Hq+o28tG4dDWPpM5YuhvETxtFxGU+uXcNja5+jaRvQyUj3dkLakdzRaDcZSTv0DbZZ9/yLJFnGIQsXcvrZZ3P4kUto9vfjjSFutkiSFGMc3lVdb7SBtAdEJJoouN/leUZkDZMmTmDvlq10Ox3Gx22eeXwlj6x6gpVPrGTGuElc8a53s3DpEtJJ/exsGaz3zJo/lzRNee7ptXxj1TNs2ryZqL/FZZe/gxNOPw1nIuJIakZZbATWVMNvtctOZW/XLN46c7vmDXW3IflMmn5+xZ9yHxKqtAOCUUJV9K4zSedc6RPWOznG8AlzDly10lrvHhE9g+htjSPv7mLd2rXccO2PGdcfxOEoijhi0WKWHr6IdavWcMPPf8Yza9dw1FFLOfess7nqO1cy1B5g/Uuv8LV/+HsANrz8Es889hiDQ4MMjRuHy3M6Ix127tjB8y+9SBZHnHnmmVxxxXu59977+Yd/+BpHLj2y1BvK2Ldte50ZM6YDMHPWDF588UWefvppFixYEA6TtMNNN93MA8tDJrunnnmKww+Zy4WXvZMTTzqR5G+/zt69w3Sd52Mf+ziTpk0nBbpJUiLy3DvSPCMrYqPF2TqSLOgFIU0YPx6A59at5fln1/Lc2rUcethhLD1iES98/Z8B2O0iNq5/iWeff4knVz7Bmmef5cEnV4dpdp4Nr23hmXXPMW7yFI446hie33A7MxcvZctrmznk0EGGuwnPvriZpUefwGkXXsbe4WFuve1aZs6YzoZNm9n0+jDNvnGYKKIdx1zy9ku4r2+QF158kcOPOIIzz3oLU6dNI2o0ybJC3RFBHMWYhui8AoCUMENrLRMmTgBg48ZNdLsZsTVMPmgaQxMm0dm7i0suP53O3j089+J6pk/uZ/JQk80vPs2KlatY8eQqtm3bzrSpUzn/snfgcsfNN1wPeHbt6fDIiieZNnMm737/+5gzfx57R0YYf8gcXtu6hWcffYjBZpulxx7NyK7dvPjCixxyyHze9+E/YnfSYfkjD7N1w3YGBwaZOnkKB02agjVw++238cr6V2i2WyTDnr6hfs456yxOP/MM+gcHSfOczOXg8hCVgwvRXmq/aHRVgggDnpw8L1RUOVgfMf+Qw5n10bncfONN/PY3v+GHP7mBDA+NiCWLj+atb30rM2bMJDUeb2OamQMH02bM4YhjjmftU2vob7eZf9RSLrz4ImYePJskd2R5SjMWhtYq9m0XXxzQggIF+WnGV7dD6D0+Vhis/C30PRZi1Zbv/535KP+3tPqAyiqHkQ0pnKjGrZanhaHUy9RdAqy1mFTy8YlBxPPUyie57qfXMXXSZJYuPZrf3P8YzWaL8972dm771a/5zZ130j/Q5pILL+Diiy/ixht+zs7t2xkYGCBNMnbtCvq2Z9eu5d//5ZdoNpq02+3wPhuMA63+Ad583rlYaznhxOP51Kc+wTe/+W0uufidvOWsM5k2bSpbt25jxYonOGrpkXzlq/8RYwwfeP/7eOD+5XzkTz7BWWe/hchann3mGdY88yxTJ0/gtW07sNZyymmnsfToo/nFL29lz549WBvx0Y9/gtlz5/bmL25QBJYXI++VY5D4Yx0nC3DSycu47bbb+fwX/pJpUyczcfx4Zh18CAMTJtLX12Kgr811t97O3csfZtzQAB7D+s2vcfqpJ3PHb++m2W6RxTFLTjiBt190CTf/+k4ATjnzLfT192GtZcqUKfz93/4DN9x4M9iYP//85zl4/qF89ifX7RoAACAASURBVLNL+dG1P+Fb372SW399G29601FMnjyZrdu28cILL7B69VP8p5NPY9LUGThjSTohuiOKG0g9oazIcF4ek8r1bOnSpbTbba655hp27tzJlCmT8XnG2WeexvSDJjM40Mdvbr+NJHf0D/Rz0y9+zuqn1jDcTZg8ZSoXXXIhJ510KlOmTWfDxk088OBDbHvtVabOmMnseXM589yzmXHwbBKXMzjQz+Xvfz+7d+8iGR5m5kHTGNfq4799/R9pDvRz4aWXcshhh5MYx+FHHUW+u2dwEgQ4aeZ0Hn30UZIk4U1vehPzD19I30B/YCz4UsSGwBhazSZ5WnWnqaMyzSy888GoFRVRPRiIGpx/yaWMmzyF5x5fRaPZ4Ohjj2XRksX0DQ2SFwF0Lk1DLiwT0dce4L3v/wAvvfQS48aNY968eQB08zw4irueMckTF4dYUg2ANb2qoTIe3V8tfUIVOY6lt9TXdC5ZmeO67nNf7QBhlL0sxrouSqVWTWTL4PW6dRh6uszyicp9IFwvque5wljw8st8/wc/5KBJk7js8nfxi5t/BUCj2eRH11zLi5u3cvCcOVx8yQUcf9wxvPrqZpY/9BD9gwOkiWfKtGlccf75/MXf/A1z5s3jhKOWlkW92u02M2bMYNq0aRy2aBHjp07BWkuz2eTTn/kkS45czDU/upZ77r6XkZERJk2ayOLFi7jgwreXxPDm00/jH//r1/jOt6/kzjvvwjnHYH8fRy8+lEajxWvbdpDnjjVrnmbFE0+wfft2oihmcHCQhQsPo1voQaGoq6MIxEYRLssr9aO1QSfPc9552WVs3LiBX916Gw8+9BhZlrNl6w7eeeklnPf2C2m2B3h89dNs3vo62ze9xuzZM/nkpz7Ghz78R9xxzEnMmjOXz/+7v2Lu/Hl0Rro49xsAhsYNcdRRR9FoNEjTlP/y//1nvvQXX+KGG36Oc46/+nd/SRzHnHX22fz85zdy669+xW9/dzfdbpfJkycxZ84c/uwLn+fkU04ux6PL6+4ri5Gml4kTJ/K1r3+Nb37jW/ziF79gZGQEgEsvvYiB8eNIky4mbpAZy5p1z9PX38/kqdM598STeNPRxzJ1+kyS3JE6mD5rFp/47GfZ8uprzJw9i3Z/H3GzSSfNabZadLOU2TPn4EJiNLLhDlHumT33EA49bBELFy2hk+Ykpog7LmKqMaEAXJKmzD/0EOYdekhgIHlOZnrj0qKkTlKt/RHrhhH9uxymzvXKFCdJUmZEOuussznntDPC84pInuGREWwclYeQNZD5lHarTZIkLFmypILoxOLeiGNs0TfjezaDuo5Rynho0KTHMZbIXecZZf6AWjy45g9yGOV5qDW/v2b+kLXn/0Q7cskSf/1PrsFaW5ZflRyAAp1NHPXEa3opv7RBxBY6PD1xondLku/TTb5NI/4jbri+xZNPPMmCQw7l3ZdfzvihcVx7zTX87q7f0m616Wu1OOWc83jz6W9m2kGT8C7jx9dew/U/u4GLLriIBx54mGXLTuKTf/oZci+lXD1ZFuJ8rTH09fUVxb2gm2el2KfTmkFVNJAxyKIaY0KC2CJS55XnnmX8uCGmT5/O5k2buO5nP2Pz5s0cNGUKhy5YwNvOexuTpkwlzQ2tvnZ4RvG8ZqtJN0kKPW4oWaEV3NCrjFgSV0xIaJE74ihkuXZZqFi4d/ceXJ5j+9tEfW3yPAu6sciGQ82LrjbGpTn5SFImvR2LsPvabSxh4ydFP1vNJjaKyNKUNE3D911IfQY9PbMQuaZljTTG8pfzQG4sjSgU8uqODAednndEBrZv38Zv77qL3a9vZ8GCBSxeciTTZ87CYTA2FIaLohisBR9q7KRZcMaP4ggn6CeOybMMHxm6aUIrikmHR/BpHopptZqkxpPhSbKUOA8+tdJP2Q/yP4pCctzhkeFSn1xHTlEUkm44dWjU0aXcF0sxr+I5URTR7XZ7rjjeYzCkxT3dTqekk2ClDgdrXhj/5ACM47jMcCUoMLKhyqX3Hud/jIm+D+5y8B+pWK3H8m3UzudiHa/vf81YNeMVGpBDRVvXZV7iOOac8y581Ht//Fg86oBAlFo3AdW0YHK6WMs+Ld8yWWFRegW35DlZluGV1fsdl76Pk5adwrx582jGDcgdZ551Ntte38Gcg+dwxumnM3HmrEIESNm4YQP33HMv06dPZ/acg9l266+ZPW8uiXfk3uFtOP192nNl2psmZUIPqe4nCVG1LlCLhHVULGjae8/kyZOZcdAU8jTDWMOEiZP5sy8cwquvvkar1WTy5Mk0my1cYWmXpKbiCjMy0sHjiRsN0jwrc1Pq01avQbCaBn2G8waXFYagOCbzQNyif6CNi0JlwpFOYIR5FkoGmCgm7WYhs7jpJUfN85y+vr6SkUlGmJFOh2aRrTuKYzqdDsYYYh8G5LynmyTBWKYOEq3Tkg3QarXKWkKCLHV1vjRNgxqnGUORfSputfAuJ09TvIGJU6Zy+XveF8IjjQ0MwVqy3OFzh40aJIULWJY7iGKcJ4yhcFGJI4t3IddpqLYZM9JJiKMGcdzCeEi8wxtL7nLiRpu44cMcS07IOMJGEZ0y72WIJtMBGtI0s/B5NUOUrikjbjIyjxIXL3PTiGPSbARjQs0hrMO2unSTvaRumLyb0mpZrE3xeUpkMqLY4egCGc1mjvdJyCcQ5eATnMvIsi7W5BibYfxzRa/Tsu9jWZ41fUp1y3qoom4aPeva33U6kXvHDFoZox0QjBJ60Sua88uJB5D53ukorSdWSxud9r786cSqldLfP8jcufNxzpO74Hw+ZdoMPv6pT9NoNEICDBt0og1reHD5g2zfuo13vetdbNmyhWazyeC4oSLtvcUaQ1IQNiYkqJDNqBcoy7ISLYioC1ROOok4kuv6hM2w2ChkXUlyh42bzJg1O5SnNaEwRRSFnIC5d2RFurUoioIOtzCAWRNqMWsDmmYkglSSPNTkbgjq9IVl1DvaAwMhmXLuiL2lzzbJ05xG4XZiiXDWFLk3M4wSbbrKKq11ZTJOPR9CxBJsYOOoolMVfZY+NIU2tLuIqBQkozjGEJmQEi6UayjGB0Gf6z3OQxQ1SfMcnweGb+KYPA9+BJnPcUmGN8E30hpLmufkReo5XxiR8JC6jNRloYZ0o1EkSU7wrkuWdQKjyRMyP4J3jiwbwbkEa7IQ025TfJ6T+aRw0g7lZCMT6inhk1DKxIQaSS7vYkyGtUWBNhK8y4hsQmQzAoNKwWRFxchwzZhQsK1R4wzWQNyCvtb/wOYueJAttqBX1zB5Weal3jRaBCr7SP+tfWS16kHzEfmelkiFRuSe/bUDhlHqpiemx/iC9lhvbo0sw3dMBZXpjZi7ZqgoanIwEbaIdY7iBnGzVSI9bwwuKmLLvWPPrj2s+P2jTJ08mZNPOJEf/OgaBvr6WXDoAlzuiawheOpSWBkJmdh9+B9Zg7FjWx91P7WLkI5MqDhKK0qzxcrlha4RhEhsqAgpoZOuF76WkRUBfVSIpoJElMLfFrkly6PJhNR2kTHBFSoLuTalPJdkTJea4pI/NM/SsoKkRq7aGmmMIffBMBFHMY1Wsxw/vhClTS+5RavVKhkf9HTUor4JSCnG+xGybCTQgevi8i7edfA+ga4n9ylZNoz3KfgEGzlyk5JnHQyhoiQF88jSBOeSYICwObgE58Pf+BRnUjKfln+nJiUUbcvwPsGShkS1SUonqUYyOWV0lVTIUbHW0iTtasXs4Kv3yO9128R+AdMYn3kf6heFiLYmoVBaUXGx+DskmmmE0iW2CYT7vW/gXPCVjBttkL9pYE2zsHg3CNUdZ1WYpDA0rVLQB2FvPMr1rxhsPSNQfY9pPWXF+q+et692wDBKrSvTA5DNLNtVuwXokKy687b+rjEGW8R6e9KAGAqrnTehwJSHEq0JoRoMK1esYPP6DZx3zjlYBy899zyLFh/JhPHji3eH55QTHjqHMSHxa+hP3stwVHOk1/pVHUFQd2sIjDwrdI5RQDx5uOZRca84vPFgA1NOhZHEBfIqOqn7UWfU3of0dNb0InWMleTJYRadC4XvjeviTEruuziXYHxGo2lI3V48Kc44snwEkwcE4/JOuM9kRfaahDzvEpIjpOT5CKkNxd+cTzAEJhUSvGYFcirQkE8Cg6P3v/r3/hMd0Hnj9Pk/0kQq1Hysuh0btf9x9afR10N9I+9D0TbvG8XP4m8ahKJuTbwPTC2O2jhvyXOL9zGh8mML50JRtjgOhdbiqC+8y8c4H+GcxRT+ts57vDXgHFmeFaoIE/SfeSiX3IhjQkhwby/mhaXb5T31WbPRKBi7LeeiDmqg6tMokkDp/aIQoD7UdQJjTdt1m4DoVzXjlP7trx0gjLKaxl//Lv8z70pncuiJVnqC66ePZp6SFMP7pCBgsXrlpaM6IgIYS5Ym2Dzn9w89Ql+zxdJFS3j4geWknS7Ljj8xoK1CdPOqPxJqGUcRqSuIyletjMIMNVoUxqmZZRiHx7kuznXJXVFS1mc4n+JcB0cS0mQRSt4aF8Q5Y3M8AQE5F3SIznWxtqg8WTKUDCgQke8CeXACLhiRc919MKOEeoqs/1XN5X/4njfWDNAEE1APBTOBZnBPKa8FNAQNQh1qjXpiMAWCUozJ0iSKWmAaWN8smFJEVjClKG6DaeBchPcxWQqh5G0TG7fwxAVa9mRpVvgx5oH2lDO1posoKiSHQq1Sd+mSRCbehzIjnpATEzydzkhp3ZVMSmGfZfhCIgrNl2i01P0XB3ccReReoTHrMJGFyOKznrW5bnjRKjK9X4GKhKVDeMM4quHMeu/LvVp9BVXJoh55JvfKc+uRPftrBwijrE6KRlXlAHyPGWk3CNGnyfVwOggc13VbZKi9ok/eE/RNxmF9Rua6GFKMzcm6e9i9Ywt7hp/khFMmMWnmFrY8dg+nnTPIEUfvouvuJO+GWt6eQtwiCwjIBH2Py7ul2OZ9F1/8xAeElHTDfZ6EUEs7wZc/hRn9L+Mab7j9972xKEtrmqHchmkGxlMgFF8woKi4JkhIGJExCimZUG0SmuS5xfkIa5qFWNek0ejD0MC7ODA/0wx/F1Urm40BMA3yPKCoOG6V4pjQjljI8ywjooiqKsSCyEbkrkd7GLANQR1J8KCILDgXVARxK+RwzF3IHO99oCVrg8HMRmCKTeozpG6QDbqYwjLdk5QMkKY5kqzCFPcGZOcCQ42isu6Q3uSC4jRDyfI8SDM21Obu+ff2wlTHEkehJo0RElXjCwnESmJtE/qSdImoGiL1MyTZbpBmColP6aUFaMi+biixW+uiZX8L45XrdbuE1k9qBjiKpzDaBWl/VH4AtN4gYbRVu1T2+2q2ELmnrl8zBqIolF7tMVYJ07uP3XvOLxjb/kW09hB87P+Rv5ZzyR+F3zyrGREw9b8HVNVaTzwzShwzplX+XUFKBbMyJRIKjEiuib7I+8CwTIGg5Ltx1CYqEFKeh3ujqB0QWIGSnIsIZXSVf6ZybYLRlkeN9mXzJEkSrJk+WMBlo/e8HXo1hqwJGyinl22mt5HiohRw0ENHUehDWU+7+L3UbRVuNt6EzW6NCejIZ3hcqdSTIl7aybkriM9mxDEYJTHkpegZDD492oQ8Lw56NQ/WRmAMnW7hP2wMUeEd4Qr9sHOulwkIsJHBelvq1UVvq3XyepxSPiRuxL3qjCbovH3N3xR6OQCk1femz4t3oKLklFRYdzuT7znFlEpG15D63ikYE0rd1sZRpyv9Hu0LKU1La1qlVDcUa/XX/3RkjjHmYOAHwHQCR/mO9/4fjTGTgJ8A8wiVGN/tvd9efOffAh8hgJPPee9vewPv6YmvaqOV+gQTRDI5FSTJgdZR6kWqiyXOiXtQgvev19+OKKxL5uJjtr++i5HhjClTprFt606y3DB79qFEjf4COQXUZGwLa5sFM24UzKenTzK2VTyzYDI+5MeM4zbWtDC2WeqOQkh3i0ajD2vbISs2YdzdTkIcN0oCEB/CChqnKPhVoCdNcKVnQXF644OvI4SMOmHDRcSNVvF8Q5ZJBcJm+d44Low1vrp2dYfnutFN+iwbXPRFIhLpao8QNsTISDDEaB9M7V8r+UblO8YEh2lxj6pvKt0veUbdp050ZFEUkbmswmjrZXOln9ooIJtR+y/KZ3r83nv6+vrK72qmrudNr2GWZUTelhmptL6t2WyWVSHleVrPLXPV0wHW4757lTm1sUP7K44FUJxzPaTIaL/VOmrTorG2M4R9PjpPw2ggZCqHnrT6fMs7dVVPTYu6LzpiZ6z2RhBlBvyZ9/4xY8wQ8Kgx5g7gw8Cd3vu/Ncb8BfAXwBeNMYuB9wJLCLW9f2OMOczvp2ytMWMjw6ouo+oPVxc1NKFCD4XK6QHHYO1PCkbYJI77sLZZKLpHl7ndsu4p/vnv/hPz589jyZFH8rMbbuTid17O0UvfQSeH1BH85PJe8XqJcKi4K/hw2moFtN6svRMzwvscY7JCMd4ALM716lW32u1SBTGWG1QY/9glHipEXcyTjobSfp3ihCyMTZ6vy7bqJCZ6XfTzZF70hs6yrPQdrfuM1p2DgdLHT76rGZ7cq+dAb2atKxuLAWmUIc+UPpf3eYIIXjyzgkpFHxaqZFU2svRVMzKtQxfHbCm/2mw2xzz4Za00g0I9T+vkhCHU10zmQsYlDuEmikJhPrX3pL8ydzI/nU5nlNuWHERxHONyVxGTRc+q50AfVD0A4yrfSdN0zEJfMrdyuGomK87turZ7nYnKHNYd70uPi3z/Cqc3Uq52E7Cp+H23MWYNMAu4hFDvG+BfgN8BXyyu/9h73wVeMMasA04Elu/7LVWdQe39pb6x8g0Fn/WGrZ/EIJtpAOdapZjW2+g90VC9lJeeewaSDtOnTOZXt9zCoQsWcMqpp9FNUpyJaDb7cHlavl8vkg69jKKI3FX1JZowNcHohRNC0FEOYi2UJn6WGmEapbPVyEmYgKAvzUDa7XZ5zTlXKV8rG1AITXwYBa3qKAf5TkOJjiJ+y0YV1FSP0dUITYvfYzEAQZcQHK+FMWtmqOeoLA9coxe95pqpCxqV36M4GuXjWt/sEnGi51U+1+oimTM5SDTtaXRVZ0r6Ofjewau/K/Ml8yRjl7FpZi1MDdejD1lLLbLKe2U82gItjLc8CNT81404elwa4Oj10EhUSxbNZrMS/y3j0gxY1lBaHRTo98m1sQDWvtp/l47SGDMPOAZ4CJhWMFG895uMMVOL22YBD6qvrS+u7adV0ZVGCD2RKKSt94pI6gOURRaC05tY36uZmf67RGbes3bNGvIsZc3TT5M6zwUXXczQ+IlkJoRJeh9icq3tEar0qaKj8VXxppivyuJpVKzRpqsRnqGKmOv6F1GSG9tzzNVuFNrCWHfBEMakiVj6IYeAFjn1RpJ3yXXNVDRq1BteMwo9Vq1w12KR9EOeY60dVWZX90GjSkFrGi1lWUan06mMVce6ywGlUYg2oEBvMxpPZYPLfZqxypg1s5DnSJiiHoc+IDQtO+fodpMS5WpDpsylXh/N0ATlydiiKApmmhqT0Osqvwuyl3UTupL5EV2nnhtNSyJx6YPEe185VK0N/rG22EOChuV5eu40jeh9Itf1PhI6CYEFprLmer/ur71hRmmMGQSuB/6N937Xfh481gejAsqNMR8HPg4wY/r0UWigjiytHe1wDlX/KX1dmkZ68lx9Gslm1PU1ImsZ6Sbs2jsCO3Zx1LEnMuPg+XRzjzeezGXBNQIfwvpsT3TX5SrK09v1GIcwJBFxx2LoxfyMFqHFL89XazZXRHlr8G4skbz3PC1S1RmQZtg6FFSQrjxXI2B9yMn467HsWvSSMcj39Dv1mOV6PRLD1TalVgPIffJeYNR6y3eEKUo/5fmyscp1cT3pQBC3foev0aQ8b5RkodBts9msiM9QtTQL86sfKHmeB1UOvXBMYUT1/aPneKyDMc/yIsepGbWOmqZEChC9qsyPjCXPc6yxNArmK2PRAED6oIMj6qjPuWBUo5iXsSJutCiv57pOv9JPMfRopC3zqOnjD7U3xChNMKleD/zIe39DcflVY8yMAk3OAF4rrq8HDlZfnw1srD/Te/8d4DsASxYv8rXPKqKWtaGmhyuy8+jNkiRJaUHVG22M9ynCYdSk6RMr9Z5J02YyadosZs8/hLdedCntoYk42WhJF2tcsBr6nrhc19uVz/Su0hd92gphC8Fr3ZvcW+qgbIz4f2rrndwXxt5jOEIoWvckz9ZMVAhFZxMa6/DZHzOXz/VBodGF3qj65NdrXe+n3vR6fjVKFiaomWQUhdIXEkcu7xfxVI9JxDqtp9VoOUmTMemqggz9aB2rvn+sw18jG1mDbrdbMRZpkRiUGsEQMvMX+jp5tmZ2YtjR4rf0TeLEqYEKzYhk3fTa6MNJ5rB8XuFfqfuvx1c/IOW7mr69l+TBeQVVS990G0tSrKN6TTtj8YU6ve2vvRGrtwGuAtZ477+mPvoF8CHgb4ufN6nr1xhjvkYw5iwEHv6DPem9b9QG8b6ahFSaFu/qEyffq+tI5HO9UYWgNMM9/6JLWXTUsUybPYfBCZNJvYUiftfaECIYWVuW0dWoSI8FA9ZXxQTtjFsnzjqi0mKCc4HJ18dYIg3vsUU6Ov08vYnHGr+eH73Zpb96w+jTWxOh7gdQQZY6rra+rpopaTFMxiPir9b3yVpnWVaiO3mHRq91VKt1c+UBnGWVORC6EjGxPi+yJpV5wRCNoWLQOlE9r3qe5F7R/eq5rdC/6blVNRpxJZN//V69P0qfUKp61ZI+qB508j29V/Q86kNaM79GHNx6ZFzaAi/P1WqMOg2bHmGT1w73sRiuHrc8u35A19Hkvmj7jTDLN4IoTwX+CFhpjFlRXPsSgUH+1BjzEeBl4F3FpK02xvwUeIpgMf+M34/FW5oW7eqbCsDh8TVkJkp3QCmShRGMnXZJ3qVhvYjesvm89/QNjWfR0qMhbpK64BhsCAk04igUug/96aG6ug7NmJD1JhRFNXip/EjV53AscUbGJ3OQZVkQ9cdAefJOYQQ6UqjVagKmiBDylTHWkYKIcpV5raF7fa/elPJcLbJr4tX6vfqGKUVYX9WtyXO18l7m2fuQfFi7R8k85nlI1dbtdos5aFXmWR+i8l7NDKSPSZJApA6bvGrF9T5YxeteDfXfK/crmhbPAo326qKm9EXWuNVqYa0panFXdaaabspriilH1hIVxe5cnhNFcUhsotZS6+6tDRE7oTZ9r4Sx9E/Th897aiDpa90AphmUvLMuEel50nplmYc6nWjEq3WXQOVw1FJWuZ8Uj9G69LHaG7F638fYekeAs/fxna8CX/1Dz9atvvn0BIUBObKsQJYQ8ikCxvvw3wRmkJWwW0Q9U/7sIbrq6WJMT8cjiumuCXkGbRaqxLWi6umfKmQoEy26HO3DaXwoSAUhGsRaW2T7CZEO3vkyLlujJpkDzcgkikMIRPqjx2AjEc1DYoE4CocAtkFkeweJx5bivoildd9TaUKggsCcq4aOjYXU5TQXRKgRrWZ09XWXvmhGJt+RTaHVFjoRgmxOeY7cI+K1MM46KtQbRSMNay15lpcp25BCXMW/JE0KFN9LfGyMKcdXr2zpajQj79BqCTm0NdPU8+5cL9GJzLNOuVYyJ2sxnqDXdqGPpkhygvNFxI8pUxfKuml9dMlIXNCJZkmPXhIBBZHFZTm20Lfrg0QfOlrdJMY1WVOhjXry3LoKQqsQ9mUYk8+0T6qe47o+so5U99UOmMgcjZTqqMV7T3BV61mRNSGVG9Xa8sQQIoSquFa+UU1sfaPr6yEDTpWRax1I/YSrEJg6mXX0QF0ci6zBmB4x1RXh0jdfSzognwkzAnA+JxS1b5ebNjxLzbY1GHo6Lr1JdNPj0ahGr5UeizBrjTx1klfNiOWdInKKXlEjhfpz6hEoWueo36v7WRezNEOu0BejD2u5JptaNrqei8CQg/taHTHXpRnNMDRTkfHWfU7HGkue5+QurLGmEY0uoyhkQjfGlExe1kn0oPKZGBRlvfWekb8lbaB8JnMeRSGzk+iDNd3X0bSm5XokjazH8PBwyMTvfWUe9LzpOa33VdfaqktKwjz1vNbpfH/tAGGUoemJrhOZpAfTG7UuwukmG00zyPqmriMzTXhipRxLPye6TN0/zdDqfowlQyzQkvxeXvc9ZqsJXiNKay2NRkyaZhXHb72JvPdYb8hdVhmjzIf0zzuPsaN1TnVXFk38dQdiaXVVgNyrxXf9DhmTWP61mF5fv/rapmlKp9MpxM8eshyLwXu12bRRo66vqyOosXRWev01OhYrrjHgXD6KQeR5XpSPjUbRnJ5HzeDEJaaui9O0HFlbAoc6k9VIK7JRSSMyT1r6kQNc1lHvFXlfHMeVEE3pr6iKJBu6PEOjY/0cmS+hL91n51wJcDC96Bw5DKVvdT/JOhqs06gGANpYV29jMc96O6AYJezbSiV6oPqGriJAyF2P0dQX9w/9vr/TRhO2XgDdV72B5O96glBN2BVU48bWE8k74jgudY8yZv2M3nuqTta6CYPP8hyX9nRKwjDk2XpOhXlog9dY4V4yB/pwEeKsbz65R+vj9HxbJRnow0KnyKojWy2CaWZcP3TlMKxLGHrd9NzLhqyLx3rT6YNCH77OudIrQyOyPM9L/aoeuzAFzUz1WpQWYNujfW2Q0P2wtuorKL6TmnHW0ZoeU3kwmICWtYfGvpBZfS+Iakf7u+r1cs5V3KQajUZQDVhbQbpjMXM939rdzarvyiFZD5Mcq8//0zrK/1NNK3g1YZbiknLp0eitcvJ7QOn39Easi8Zj6QPrDFT3RfdH2lgbpc7kgMrCtdvtUcwZemhWt7oxR+KtW61WKbLqjSmnrhRc1IxG9y1cr1qv9amtGe8oZK8ItP75vuZRfmqdkTA9yXau79UH9ll0TwAAIABJREFUin6WMGkRHcVIoyNz6ptBI3K92YUR6ZwB+n4dRVTfRJqhhLln1Dv1O/Tm1fQjY9d6XP1T3jvqsM17YXf1bDryM46DWFxnthpRa5WU3kv1ucBVa4Lr9dIuZTI38j3NzOsHjfZVlXeJpdy7qt5UGLleQ83Q5fnybj0nogcV6UX6rRluHQWP1Q4QRukrTKF+2pcbyFY3q3a2DgtdDYCXe+qMdSzC0RNf37Dyv44qZZHqiFG+q/WX8pn0R1vi5ESUZ8jG0YgsnO6GTBlI9JyBbKgiF6Hqh45d9t4Xab5sZbyauDVq1QeG1qnJ39rwIkhzrLHX/Sh1nW2ZR3m2RtH1w1Hm0DlHp9MZtWm0y1W9Pzqxhh5z3ahSF8fHOiRF7A7z3AsA0CJjiZJ873NZMx2eqddQz7f8rsM+w4Ao+1NnIuXBZ0zplK7VOZrxe1+NBddrpvuI86MOk7pPa/2QkjWQfo3eq9UAAxkLtQNVr2N5T9HkHeJtUrega91lfQ31mtTpc6x2QDBK76sbW58k5WAKq124f2zEAqMJuyeKjPbo16KHXrQ6w6sjPf3usT4b63TW99WZrGwsIXqtK9XEleej9al1NOBciG6oI9SqaNbzx6yjHE049Q0g/a6ji4B24wrx6w1f71+dkGUzaJ/GuuQwVl9kvuo6Rr0ZNLrXayzv1X3Q9Cbv0dZ2zVjlZ6A1V9GPSRMGoQ9tzaSGh4dpNpullFF3b9kX0jOmJ45qhlWdr3Bf/cCr0+9o9VXtPl8Vt/U468BBr1W32x3lySF6a0m6ovW+kvHJWoupAQhN70JDmpZEvNZ7Qh+Y9UNQf1eriPbXDghGqZtGPvUTpP65btaGZKje9xAE9BZIbzZBK7JZtTV6LJ0QjI4MkGv6+r42uTxbb0JtwQMwVLMKCfG32+3y3ixNieMgsghS6XQ6FQYQEsWOjr6RFt7paUQ99x4tnlTr7/TGUCdCzZwgiJHOuUpYph6f6Dc1o9PoUP7rjaUz8Mj8ymYShq0t5vp7rVarYizQ3gQaMWsGL+iqfrjJpq7TQ2+OqjH38lwt9tdDDPM8L41S0i+dQUhLKHUVhKbh+u/l/6JkA/SYjGaaGqHq+a0fcDaKyNOqvrt+2Gkxtr7P9JjH2rujDHFjHHr1vaS/myRJZXz1g2VfY9WodV9ASLcDglFqdKMnVTMwvelLEdJWU2SZIgmqZpR6AaWJ6KcXrq6H0ptlLFSo79OEUke7egGhqsORluc5TVX2TqMtmYfw39NoVBN6aKQTx3GpfNd6NE04Ya48GDtqA2kkWO+jjLGu0hAELGJcfe71/I2lUtGISxipXg8tWmp9mGwgjc6h54unkYJ8R74vFndNG2MxapkT0akJc5Z39qzMo+dEo05pdcuznnf9X6+5rKumwRCh1YuY0ca1ck5q0pWMR6trZP51XzQzLSNbqHpPVGkyL/049TzWVS3yDnnuWEDC+1CSOFZotU6Dcr+OuhGViszHWAeLjFdnUdJ7t77/6+2AYJTSKsiIqoFA8gLqz+oihysiZcDQo89eBI0xhWha1LEzmBBtIAzN2FKvo9+hCbguVkq/9elX17FoxqORlBb9XBHZ4OU5Rer9UN0xuEzErRhjPB5XOAorXzwMcSOEWeINxkKW5SGk0TmRoDDYwvHclyhPKhoKo6iLoxolAKM2gSZYfaoLY9AoSbtW1dN0jbX+egOL6KaZiTBDzcjkczkM6weA1pfJmGVNRCyUgyaKgsojzzPAEtBjiNDKQiGcUe/TFt0605e/6wxMGIjQhfZV1GJrmqYkSZdWK/hAdrtdfNwoacGKJa92OI6MjFTcybT4rNdMELnWK9rCL1MfeMKo5fky/7IWMs/VNTQ4n+N9kQQ5zYtosSJyDV98bkbNl2bgep1lDuU9Ih3J3Ovx6oNQ1lzv7f21A4RRjg7zgrERnFzX6G1fmwuq/orl9bwqIktonxQKA/DeheJhfnRaN71AmmHqftWRiu6jbAatWrDGkIlDNaOzJMVRjI1sERJp8F5KBbgSRXnfc46XOQ2VGnsZw0P0ji3HqZGMoDDpI4ztzydN6/I0mtIivEYmgurqopF2k9KnvTR5RqvVKr8rTE36VrfWj4UY9MGmGWjdUKHRq7VVv8zeM8NBpQ9r3W/NTLTOVNZci6xaJz8yMlLSsD5Mhd6iKKJdHGw5Od550sIFCd+TzpyiP+996YYjyEtHuej7xtpDIg7rcWopRqdgEwZZ18cWT6qACV/oyr2HNBNL9Wh9tPxdF+VlnjVY0lKLZtZCM3VRXsb6fwWj1Ce7ntzKxBgqAfz6u3qB6yJ2HfVZY/GmqvfU7ykJnoBN5dl1Bl4/jWQj6abFFE30soGqG69n1JFnatFK/CgN1dhc3f9SB+ryylzqz0pCbgQ0J5ZjvcE1uquLznr8Mi86rFH7BgqCFP2huDRptxFhnvJ8jUZlQ2nDkhalNbIVkVo2774OL900qhNjUpZllT5LPSV5t17jOrKWn3otnWIyek5lbFp/qXXpdZBQkXLUtXa7XTlo6mOUNZfx6XXUSEzTqe6jtbbwu+tJD3I4yBxoJiVj1UCgpyapMmA5WPVBITSjw4Hrh55cr9OMvk/GriUhHflUV4ftC5RJOyAYJTDG6VNlYGOJ3vr+OoMc63+e52ApM73UGWxFt+Epo4H0vfIsfeJpAhlrAeXU08+oMwlxxdAoSxI8lGJxPPrk1H2RfkPVSKOJQpguKrmvJiRp2uVEz7nexPJcbUiRTSnvF+RnjBklCtfRgkZcmhHKOLvdboVetGim+6TRsEYwdcW97o+mQX3ANRpxpV96rseam/oay3/R42nkpcchh6hWA+jnaJQEpjT8aNqsSCiKqdTVDDIPmvHXD+d9gQ45CLUaRg4/LdnIOKv7BiSiSJhTXSXlXdX/UoMJ3Zc6cpRnafVFnQHW10bT0P8ljLLqpzjWyShMsi4e1CG6njz5u3LijM4hXN6vF805Vy5q5XRlNIqV78vPul9kZaS1sWliFrEVGEWwdRFefkr0A0hCDxBncvlMz0Oe54VeVk2tYuba9UeYnoyrbonWa6YZvxBh3aVDj1sr3iVqRM+93hjCdIFRG0b6WF8bvRnqyE+vtSBILSbLd8LvVAwFMod1UbOO6jWqrvervnb1A1MjNxmfIOYw39XMOsPDwz2aZXQuAemzzIOOVpG+6TXVngXeh5BJPTcauQnN6MijfaE90atrJitjLt9HNcqqbhisz6lGuMKoZbw6o7r0Sz9Dq0RG8ZtaOyAYpT7N9MA0YvNm9GA0CikujBK5oOoK8P9T997xdhRXvu+3qrr33icpHOVIkgRIIgghsrFNNjk5YWNj+060h+e5M+Mw8XmCr2fujCdcz/gaB8b2JZlgEDkHYUBIRAmEJEASICShnM7Ze3d31f2junqv7nMEzOfNmw/uz0c65+zdobqq1lq/lcPfVZWsyoDzMgfF+dZ2ovulKhXGGTaOVKOGMyOE+0lmVGWoQTJKArK20+ZhOKRaMFI6+bvh2eG9ChRhs6K/s0QbcgyBIcpy/NV7yZQ7SfxVe25gsDKAPDBI6QmuCrlwhNz28EznOrnGznWCpqUxX6KmYn9Qtg9LtbNKhAEltdvN0vlSzZVousoc6/V6aW+ENZVe4vB9YAqSQcj1CPnixTsLlT3sS+fcEIRcTZMNTD0gXKk1DEcPHQZW3p8ymym8l3TMVVFcB+lpMuv3piyWIsEAztvj2+12UfVpOLqpRnWEvRXeSwoGuRcCU5XRG5KW93V8IBil3Hj7RGrOIzypOkgIHvoCazNUHQpHlmXYzFKPa0OQhXxmlnlvnHXl7+UmCl4+mS4lFzGcJ20+VYQr/8l4QunxlAwky1JcNtQZJJ9TZcLSi1kUuVBQEwiuen54BygHSYc5KoSJ7hSmkKpQldglkcrfq3bIsN6SiMK7yfuH9Q6MSjKZqnot1dPwuSScfSH28KwOsuwgLBkjWXUWSs1D3kfOtQQEEjUFgpf7Rc61dOxItVTOqXy+FATAsGYWyVCkViCfH8YuaaQqUKoRD+HeWuuOzdFlkJVz+QPTrZb4q9oTw3tKB6qM1AhHsINLAFJdH4BmswlAo9EoCbl9HR8QRul/VtU0+WKBwMP38pzOfYYyon0hNknw8trAJDObFd5wiSSGM/xWCVhK6SpSqxK8VEPC+fKdwjVRFJHacvC8VAmDR1grhTIdIpEVwoN90hiTF0LuIGFr7RD0KAVNlQlIoVFFWVXkKZ0m8n7hOnnPKlMK95HzH949zJvWugh4l4QdrqsSr0RewYZaRZ7yCMxEMrmASobL6qgSeVUllUw2lDqTTK8KEqSwkftUhudI9BTePzDWqrCX5g05vsC45Fp4U83Q9ZUMNlxTLaMnNRWtNS4bmsMtgUCxJ7JOnnYwjYQxhneSe0AKIMk8wz+J5oPdX9YJkHO+r+MDwSjD8W7IKyDKKnqQk+2gNOlQzpBQSnXiE8UhCdIvaE4YgrChw8ykraeqvoW/5XuEe8vnlcbthhqXA1KRiE2ONTy/yqgiE2NtmQHLMBrICVWVw5vCdxLZKtXxzgfmINcqjCesh7Sx7guJyN/lppeoOKjPcrxyvqrqe5incG+JroZbA7mG1ftXCUbOzXBMTIY9JUlSME5pd5MCPwis8N6hdBx01FGJcMM11fmT81ud47Avw/qF78I6BtXfGFNUWZf7O5ROk3GX4b0kEwz3rtqt5RilDd25jpkn7Jew7pJBy1jmsMbSrBXmOxzyWjkX1bWvXi81qF8LRqlUmNiwiTXOddLt/ORmRZBYtYRYYZcyxrdZUKrT2lX5QK00y3CUS2lZ6+Mmbdap8qONN5Y77TCxLtK3tNYYrYh0UFmGn2RpOwvEK50FUp0Kkk566sL3aZqWWgUo5YPjtTaFQIhj39Ma54PL/Ti8eaGq9ga0oLUms779r99E3hXpGWJKvd7AubxPdV6qCwU68mi1nVcJj6K4CNeSjo0qIg7MIHxeZbZyQ4c5kU6jKoKVyMKvQzlfXClFu90iy9ISapGOA2nD9D/J7XCyQIX/Z/2GyquK+wZvHpFngENpRx2DUQqMyTezRkUxOItyFqMUSmnIWxtr5ZMAmu0Wio75ILQ+Vvjx+J5MvjqRMT6YPHWOuFYvMZqqcI2iiChPntAuZ+Z4O78EH866Is2RvHg2OaPSYY0VtFvtzn1F6JVUua21JEEjcd4BFOX0GFRGrbUfVx5xEZsIq2xeSFrlWlwZDEgmLum2KuzCfpL7wlpb0LYxEXEUkWX+eWniC8hEJmR78a7HB4JRgpc21peiw9pKQYycSUg0WbVdeEkEOFfq7+Gc3wxhQ+gcnRb3hWLhMpuBzVVb6xvfW+1QaBQWrN/wWRYqkw8N3JZqmGRWYSxV9TTE7EkUEL4LErCIKcscSZKWNpIx5RjELO3kYUv00m63C6O7L7/l57S4V76pnUBpykN4HJClmshE1OJawdTTNEXpjrkg/AsIVyIxiRAlapKqYpXgpco9nKooGZ5E5kGwdhi2z6LJslCUIc7XyZFlKdZWY+s8k3TOsmfPgGccOibKGUlqU3QEzmVY5YhdRoxh46aN9E+ajDMR7TTBpg6yjCzYJIXDwzmbE25GkOeI78K4nbVY5/s0eWbecW5JASXNDIBvMeIcGo0yuUPGhirnbaLIMw6jRQhWPndxPs7m4OAQpC1Va2laiY0hyjWENA09efyeKhyTKs+ISvP76VzwOfIsJ4iMIavslwAoqqYIKVgDeg2fO+ff37ncYaM1adIxfdjgyNI6z+X7NUCUQGmjykUvNntANhUIPhzThDKTCtdIVSYQTbhPuKZQ8RQoCy6fxixzRJFX263LmZnuoGDJFMI9qxV1qoyjQ7hRqT9zGLdUm4AivS68gyxVFu4JlEKMwnOleiI3k9z4VYdIYIbhPOlF7TC1sr0JyoUOJPMMz6/aYCURhp9SGITr5FxWzRZhfsJah8ylcD85v5LRhudUYzYLs4fOc6GVKXKebZaBBaUtkYHBXbu48dbbeGPjJk4951wOOmR2x96plEdJeZ1FqSFU37Uzbw5rU6xNi/1lbQgbSgCbo+AM5xKcS4kinQtun27pDKRpG+syTKRwSqFI0AqyLMFmQBThy5dnKOWADK1BG69lNZuHkCS2sH8HBCvNKwWqpaOZhXeSdUK9TVd54VJh7GV13KJ1OSMpMERpi62ar+QR9oDJmXDQ7kJxk6r9uHr9cMf7aVc7DfgZMBGfpnCVc+6flVL/L/AbwOb81D92zt2VX/NN4EtABlzpnLv3PUdC2YEgmWRAe9Z2IHx4+apNRKrB4ZzqZ8HeJgkGBHJL01zt0Ni8T3aSZsS1Bk75fFWbWd/UjLJtMjA3iSKHUxWk3Wk4FV6iz8JemEvpMF7ZXdCjDEsUGSBFKYfWDmtbRJEhjj1C8v8SsizPsc2rDTmXkWUDRJEhijRJ0gIcSiUYA3EcARpryRGYR/++G2CKs4lX2Z0D5XA2w+HjELUif47FWUvqwNoUcOg8d92jOAsuy8fof2rtr1V5up61KVkaBI8Dm3q0j8UrBLa4D9hiHEZnPjwltaQ2860wcCidn5fhvbIuA+WIDMTGUScFZ3P10Y/R5YxFK0eWtRlwuzjpzEF0ZGh0PU/ddFHT1jOh2KIawYTkx6Y6Xb/yf+HvwLD2fdTid/36P++Iod3+d5RqFB8FW2KhTaiO5hcbU9g2ZdthpVSRPpllnV7dwe4o7Z7e3NRCKVPUH4AO4w2RG4GpStqvaifG5HUTso5dVJ4jmTSUa40Od7wfRJkCf+Cce1Yp1Qc8o5S6P//uH51zfy9PVkrNBj4FzMH39X5AKTXLvY+WteGoqmrOOa8CCsQnHRkyHqz64tJWCJQkVbN1N9atwm/inGByIk2sZ4I+mjLDkTIwGFBPbp9SfpOrzObwMxC9Le4liSGzOUG4TJznQjkAMpsXu3AWR2BirjhPa39PY6z4zI+9Xnf7JLJ97YHAl4NAbXRogpDBFwvCzN5jBb3pw/9T4W8bkgCHP97tlt4UUPa9FaLEiWgJ8Vn1elUGr/5zXT4nHFpVPsCXwWCYz8NhIugbBX0AJEAT2Dmszeu97GDy8IUhjHi4zv+p4qdznb890Wt/neqc71xeepC8WLML9zMopVHK+O+VAadwTqHNcpRK0Tot2dxlZAZUssmg1AMJfCUnWaUrTGJgnlWtwIMNg7WuaKEheUDQwALoGA5gBAASKqVb4WkP95O2VumAfLfj/bSr3QBsyH/frZRaAUx5l0suAK53zrWANUqpV4FjgCff7TlhEYL6BxV1nKFhANXQD6lWhuuCJ1Iy0iBZ0uwJrHtoHy9epjs9DMEFQnXFf+9+7AvhD/lY7ZMu35MAO8QjiatDSB1iq36fExkq/+k/6/z0ROsdHrpzXjiH3ImhIhTaCwXXIWp/nQJxvbdvGO+gcqry/DAGg9ZRPnc6R7+d74JZRCmNbwyscwbg38drId6u7JwfR/jORHE+dp0TqD8/sy532sSkqSUwpSS1uMxRM4bIOV564QWefvJJItvCmJha70jOvfiTdPWPo5U5nIuoRTXy+hlY5ysRtdspWebQ2s+F1oY4ruXjdIQCzVItlKgroKkQkB0cXwEw+PbECqccaZKQJomfE/Le3saQZZbuRhdK6cKZGGinrr8IaitKpRjTCZ0K9CajPaS5KASdy3+yBmkUGYLnGzqmrsKumT9DMmfJBGWygXQaSnNMKfidcnqtNLNIhCm/29fxH7JRKqX2B+YBi4ETga8opT4HLMWjzu14JvqUuOwt3p2xAh0mFyYNym5/Rzm+stoJsRpCEa6TKrm0f0Je9ikDxangZnknjdJoFRGhwHnCVDrCKQM5MaIjbOY6xF8wA43WMeAJriBM3WEOWeYJNxC0V2UhinxYD8qgMDnz1LnWp9AmwlmFdRpfj9AQRTXSNJSlUjkT6SDyEKPn563sFZTpXeFzGRcoTRPBNhkIplRa3/nIgapkbzd9Rsvy5S9x5Veu5AtfvIIvfPEL/ppgG1Tl4PlIBD53nBQeCXkzgXe0hI6HAcG0k4FivYNz5B+/+0/cd+/9XHf9/2HsuLF5+a68n7U2ueMkj820lszmzMioXIOAzCoU3smI1midYW1C1m6zecN6HrjjJWqulyQ1DCYJC048nK6emSTtCFNrkFlHZhVZHr0QGt+Bd5B3GIoGQnZNq5TOKO3b0mYsTTCB6EsFi5M2zbyCepQnWGTW2xvTNKWrq0GSpkXJQYkEHXEuqDv2aZmBFGiuakpyUAIwUqsLP4PjTCY2yHv637PS9TKiARhiuw/7KdQCKCIshKAJ8yc1VaD0/Hc73jejVEr1AjcDX3XO7VJKfR/4Kzwg+ivgH4AvMjwYGgqalPpN4DcBJk6cID8vxSsWk2rKcYS6kIzlbAw5efKe1XNKEsQt4COnfAeAh+6/i82bN/Pgbbey//T9mLbfdPpGjqLW6GLE6FE4pVEYMpd5q7cqx7OFDdxuDxbBsgbhBXZVY77DmI59VMYkSomqlKGdZDmKCEZ0j6oC4wi2147N0pWK1EohJEOG5LyHz4r2oeIITE3aiJU3QBYbO6haYY0CjA6xndLuHH5Kr2bV/hxQgly3qu1WoiH/ubdnVvfU229v4POXf4HTTj+VP/jD3y85AwLjHeLYsorUWnLnMDbLSAabPHjPPcTO0dy9m8RoevvHc8TRx5ES4UzsIwqyHP1Z72CxrpNlFJhgeBfpNJN/V3Pt5X6X2hH4PbRz507WrFnDyEaD/hEjyNIMtKLWaNDT002S+RqlqU1xeGZcq9VoNpt0dXXlMxbn65dibafnjFynoPWFuYtym2AYn2RsneiEjj2+ascM56dpufKV9Fcosc/kHpD7s2rnT7NOKGGYMzn2/9Q4SqVUjGeS1zjnbskfskl8/0PgjvzPt4Bp4vKpwNvVezrnrgKuApgz+1AnnTgyuLmYCDFhVUklvWLypatSTdpCJLOsSsa1a9ex7LnnWPbsM9TqDTJriRsNRvSPYsKkycyYNYuTT/4wWe7sCeMOE19INBEILolAEqgkzPC+1TzvdrvtpaUyJTuQZDaBCYZwI4m4pY22+u5Vh9KQkCsxXrlZiznWPtZPqlOSULLK/Mv5rnoth0MrITtDmlOqjjgZjuQRU8IXvnQFH//EJfT29RZFN8KYZdiUZLTShKPzsBGNT4tNnUU56Go0ePa5Z3ht9WpGGEUNRaJjTjrldEaOm4iuNUidt6167cQR12u02g6LKiIXpOoXBFN4X+lcrNLBcBEDklksWbKEhQsXMqbRRa+J0HHE3laTRm83c444nDPPOduH4hjvyR8Y8Gh8xIgRxd4zUfBqd0LRhqsqJJmc0RonGFr4WfUPyHTN8DOg4I6dslOxSTLNcH5YO3lIzSQc4R4yKSC8i2SM/ymMUvk7/BhY4Zz7rvh8Um6/BLgIWJ7/vhC4Vin1XbwzZybw9Ls9w7ly7bgqMylQpe7E0YVzq0yqmhYXJix8n1mLMZrYDG/AVUozf/7RdGdtXnjuOXbt3k07SYlqNXbu3sXLL73Erl27OGbBAqKuHpTuhPM462PsFN6wXYu9Ou0oM2jJEAJy0Mb44rxaU6vVvVdd+VhHdEZqE2o1yLK2D6Y23taG1tTzuMAQaN2o14r4SgfeHJi3DzB5ELmJajhn89x4HzNpjCFz3gCeWgs2y7/PGXqOGgo1vxJ9plUo1JEH7Rfe4hC3GRhR7lzIn+XP9SaJNLMYrYt4VwWduchtrWmW5aEoDqMNsYk6yDNXuSZPnoRzE2m3A+PpGH6dgzRHVnJ/dPZM/rvR2FauBqbe+71p8zs8+cTjdHU1MM5S05q5J3yIQw4/ElPvInNeeKRpSpYmGOdAe3OJjjqorNjH+CK7spqPVA8lQyiYQZrRThKcyQVZjlTTpM2hhxzCjm3baG3fiWs2OeDAA9nbarJ1x3ZGjxpNmqT5OijWvr6GX1x7AwcecCCXf+5y/+wsIyDKNBssGKR0mIa9K4FNpLWPxRWoP8yp9DnUanWc8wWKA2IuEiEqSE+iZYmgJc1Xw9KCw8ebWXwQfwdryRhmb9d+vyFC7wdRnghcDixTSj2ff/bHwKeVUkfiaXEt8Fv5YF5SSv0CeBnvMf+ye0+Pd8fmUlY3JRkOrX4emI6UtlXkIh04XvV1oH1Qa6AcyTTjqI7SMYedfAqzTzgZlyOJLE1JWi22vPMO48aOJa412LVzN9f+4iYWLfoVb2/YQBRFTJwwgeOPO4bPX/5ZGo0GSmtWvLKSe+69jxdeeJF33tlMq9lk3LhxHH/CcXz6U5+gt68PpYIDxHHvPffzt//z7/ijP/o6Y8eP5+c/+ymvvboapeCww+fw+S9czrQDZ6CjLpxTaKeIgkPAttGk3tOsNYsXL+Xrf/hNPnv5Zznx+BO5+uqf8NLLL6OU5sh58/it3/kdJk0cy9bNm/nBVT/imaXPMDg4yKFz5/B7v/fbzDjoQDLn0HjnzLo33uKeu+7mmWeeYdOmjezdu5f+/n6OPXYBn7/ic4wZ00+WJrjC1JHv0txv5DKITEw7afGtb/0ljz72KBdccD5f+crvQtRLHBnuv+cu7rrrdlavfpVWq8WECRM49dTT+NSnL8PEilQ50kjTTjIaGGwrJcKgozptDZlN+O53vsN9997P1f/+EyZNnszVP/kZ115zDQD333c/9993f7HmX/2Dr3LWmWeSpRbrMjKbEMV5YoIzkFiS5l6MTXjg7lvYsuktump1diWW/efO5ZizziKr12najBhQaUpk/b7RJqaV9yhyiWeQjXqDNEvzDCnInCXLs2S0o6SWSjU7mCOiVGOynMGS+cpamcNlGVPHj+cTF1xApiBT/l5aKZoDg2jlhYjNMnZs3cEvr7menZs2MDCqjx2bNrBm3TrGT5zE/jMD8mqSOYu2tsiRDs6SoD4Hu2lpiJsqAAAgAElEQVSr3S4EZc4HhniUvcOs41Tz4V9R7sDKaLd9llqwrYf7+LGkJQQbzBdSQ5KmG7/3gk3U8xgf1qWIY1l7YN9RIfJ4P17vxwuOUj7uepdr/gb4m/d+fDjKwdqS2YWJ0EYXdrfAVGVxgnCu/F2qLSX4XTDgfBGsVE0h1rmdK7cx1et1nI55/pklLHn6aa644vNs2rSJ3/nqH7Fx4yYOnjWL8889B+ccb61fzw033swF553HhAl1nLXcfsedPL7oVxxx5OEcddQ8bGZZtXo1N910C0uWLOX73/9fqDhCKU1sTB4XCIuf/BW/evJJ5s+fz1kfO4v1699k8VNLeeWV1Xz/Rz+gb6S/pmYiXNLGJW3iWDO4dy9RvYZVuggCfmXFK/zihl9wxOFH8LGzPsbra9fw+KLHWPP6q/z93/0Pfvt3f4/9pk/njDNPZ9OmzSx67DH+4Pe/xjXX/pzu7i6/obKMxx97lIULb2PevHnMnTMHE2vWrl3L7bffyeOPP8FVP/w3+vv7h9sUGKWwCnbs3M43vvENli9bxhe/9EUuu+yTKK3IjOPb3/4W9919D+PGjeOkD51AT3c3L7/8Cj/96b/z7HPP8p2/+hapttjY0Nfbh04tabuFMjWSrI3uquWZV35tkzShOTjI3DmzOf+C81l420IOOuggjj12gY/NdIq+rgZJs4mNYuqNOsoorMowUYzT4NptjIJXV6xk2dLniI1hV7PJxCnT+MgZZ2DimIF2m7rJnS1ZirKOWlyn1WpTr9Vp5XvMKR+HWhC5Vnk4lddI0OU+2BIIeEpRRLHB4tPudBRhnaUWR6Q5sxjcs4elzz3PgbNmMWH8OB/OaSIG9+4habfI0pR7776bt9a9QX//CLZv3873vvc9du3Zw2WfvZwDZvq6jkZnWFemI2nbroboSKATHK7B9luNWwwxmVUzUNU+KTOP5HeSaYa/5c9gH7e2k7IaTBwyu8/ft+PI2tfxAcnM6VTaDnC9ajNCDa1HVzXohhcPC9tsNksbzjmHiSKweY63HTo5abOJ1ootG97immuuYdToUVx8yaX0jRyBxrJu3RqWv7ycn117Mxs3buK3fuO/cflnPl2ye+zevYeurq5Cdb7s05/iyt/7ctFbJGyOO+68i7//+3/k1lsXcumnPo61ea3InIE//sQT/O1f/gVzZx/Mrt276eofxXXX38R119zAQ/c9wMWXXopxGcqm6DQh0o5IaeK4jkPTTLOimvvSpUv5+je+xmmnnEqWJNS04e+++13uuf9+fvO3vsxln7iYSy44lxRN78hR/PRn1/Djn1zNnXfewyWXXOwZnVacecZpfPoTl9LVaKBQpC4jw/H000v42h99k5/97BquvPLLQ1VHB85a3n57I9/42jdZv349X//mN/noaR/B5rGg995xK/fdfQ8nfegE/vvv/y7r1q5lxMiRfOGLn+OnP7+OG6+/kXvuuJPTPvoh0kiRAZGpYdKEN9e9wZhJ4wFvUw5pgLUoJjKGIw4/jMkTJ7DwtoXsv990PnPpJSxf+ivuvvd+Xn3xBda/vpaPf+YzXi23FhUZMjTtrA1ZQjowyEP33EtfVMM5SBR87NxzMT1dKKOpOQNZRntwELKUgV17ePSRx3jt9XWcesppHHXsAlqkpK2Wr3MaohDQRW0CpxxKqKCBmVRtuVhyB1on5iJN2mAzNm3cyH133cPiZ57ns1d8nknjJxJHmpdefJEH7ruXHdu2UosMu3fuZOzIXlpJ4vv0aM2c2XOYPm06zkUooF7XpIOdYO/gMZde5hBdAeVYRSjb2yWjk2q7tI3LBIpAz+E+0vYZnlVV86t2fw3YIsKl/GzJM0pzu4/jA8EopVpRNcoWThg6VXKgrGZLe6SUxtXKy8GOqLX2ZcYItg3hGXMZtm25/aabWLfyFfaMG0c6OIDtbrBt6xacy9iybTvLX1rBzJkz+NxnLyvBf601o0aNLJ4HMGnSxJIzJBDCWWeewfe//wOefnopF3/8QiKtURZUTuTz5hzKGyuWs/Sxh9g7sIeD5h/L6WeeyXXX3MCqV1bS0GCTNls3buCVZS+yYf2bxHEXs2bP5agFCzCOorTVnLlzOPPM03wueJawef2b9OWr39Woc8SB0/nhv36PvlH9XHb5FZx56kf58U+u5vXXXsfjGO+h6B85AmUztr6zkb7eXuKeHqyDY489hv33348lTy8pEUsRioVi9apX+doffZNms8nf/sPfM2/+kViXeqmftrnt5lswxnD2KSfx8x/8gO3btmLiGpdd/nmu+OynuOv2O/nFLbewbvlz1EeP4NwLLyRtJTz2wMO89voa9j94Jp/43Gfp6ukpnl+vR9RjA85Sj3IHUbPJNT/5MRtXL6fVzsiUYfnzz3HciSdwwMGHoJTxbWKsQxtFlqU8/cQTbH17IzXnW6pm9ZhfLryDL3zltzHOEmmNTRN6Gg22bdrEwltuYcVLK8hSuOWGXzBj1gyiEd2kWeaZm9Kk7QSnM2Kh5ahoqHYlC45Ya6lFNVSUF51QkLQTdmzbxkvLXmTJU4sZ2LuHU075CPOOOJJaFNMaHGDi+PHMn3ckS556kg1vvkl3dxdzDj2YwxYcw+QpU9DG8Mab6/m3f/s3vvFnip5eQHnnYGQiz8wr5i7pbKKwCZZL5lV9DQFhDudohaHMMdB54AvSHCftk5IZBxoLOFwySFktyX+ehwD+f3Xm/Ncc5cIRElmGz3ydxaFVxcN50qYTPgv9PcqxXT7539d78E4JxCRFwIMPPcAry16kYQzdtRoje3t55+23eeyRRznwgANptz2jO3bB0aXYrKAKlL19Hi0vvP0OHnn4UdasXcfevXtL6tTWLVupaTBY9u7exUvLXgBg55Z3WLJ4J/V6jVq9zltvrueEkz8KwJ7du9m9ZTOP3H8vy557loFdO8FmDDQznl+2gomTpzB1v+nUcg/mrJkHkSUtsjRj5UsvctcNN7B3cBAAnba55RfXEze62bNnL9u3bmbSlOkAbNm8GZf6HGDlHCtXruTa665j2UsraLYTWq0WoUgI+FRH6UUMa/jisuVcf8ONdHd380/f+1/MmDUDR4ay3gY2ODDA66+vpVGv8aMf/AQVHBvO8dOrf87ugUHarTZbBgZJByfw9uYN/OzHPyJtp9hWQlejwfp1r7Nj6zuMb0wvxuOsxdkUMkva9O+7auUrpP0jGN/VwJCws5XSHNjLqlWrmLzffqg4D3C3DucSNm/cwCMPPkjsHEb5fTUAvLNlMxs2vUPfiDEop7BJwmBrkIfuv5/Vr7xCI45pZSl9PT0krTYma6BVyDDLTUEh5EogHckUpCpbOEdsmhM3ZEmbXy1axKMPP8zAnj10NepccP75HLXgWJLUoZxPtd2xbStrXnuN3Tt3EkWG2YcczBVXXEEa1RgYHMBEMatfXc3GjRtoDo73jNIlOXV22kdIlDsE+WblWp9y3IUzVVwjkWLVDitpXNolC45RsUtKtFnQvJjD8HkVhSr1n+T1/q84whhDwDN0gs2LF8g3mITIgUnJCd4XTJeL5JzySSPBNirCPN9Y+xoP3Xcv9ZqXemef/TFwjltvWwjAeeddwCNPeCf+hDz+U957OC/at/7yb1i06HEmT57ECccfR3//6MJg/8tbF9JO2tSd5dklS7n3rrtYveYtf6G1jO4fwyGzZzNj1kymHHw4vSM8Wt27ezc//9EPeWf9m8RKMaKry5fzMgm7d+9mzZq1jOwfXajxvd3dRM7x8AP389hDDzG23qDZ9KEhGsfECeN5a8M7TJg6jZEjRxVrkiYJkYL1b77Jo488zN333c9bGzbR093FMfPnMWnKFOJ6HRzce+99bNr0TqkMXpiXVStXMTAwwJw5c5g2bar3CGuIlEMrWP7KKzjnGGy2eH1jp4kYwJp3tpX+PvCA/di+4mUGBvYwddJUzvjoqbz+2hqefHYJjVoNGbabJG0M0Boc4MlFj/n1zlK6az5MRylNq91k9vwFzJ8/H4Uja/tScrV6zPo33uSWa6/HAFHsi5cMJin1kSM49bzzmTXzYIxTaGupG8NzL6/gmSVLMJEhTVLq3XVOOe0URo8eRcv5zJ40Tdm2dSujRo2i1tfnzUF4h6FklhLBeY+xTwm0eDOITVNqccTkCRMYN3o0K9/ZyLzD5nL43DnYtE2kDe3mXp59ZikPP/gAzYFBmoOD9Pb0csKHToY8BlcpxYoVK1iyZAlz5x5Go8sLFKW988m6cghW1cTlnCsVxKjaHeW1VTum1BD9lu+UVZMqcjikjbMayibVbh8l4XC23Pyv0FBLjjJK9Drc8YFglNIrLQOO5aFcp9Tavpw+4ajWqywVuzC+zJgTpeykMLnnzjtp7dmDiTQzDz6YuUccycI77mT16tc476KLOODAmSx9YQUAG97eOKRCcvg9SMwVK15h0aLHmT//KL7zP/4arb1TKmyyG2+6BRw8dMftPL14Mbu27ywW5aAZM/jSf/si/ePHYZUisYY4z+d+Z9NGNpmUmlbESpG1E1LraLUzeseMY/8DD6DR3SjGlbZb3H7zzbzw7LPMmD6dg6ZP474HvOd3wsQJHHnUUbx++x0cfuQ8+kaNIsnttzZLefzhB1m0aBGDg03Wb3yHaVOn8M//8LeMHNkHUQ2dh2M89NDDxRzItQW49OKL2LZjB7fetpA//eYf89ff/iviSBORsfzZZ/nV/Q8AMGXCOP7pG7/Pzddfz64du2hZGDttOiecehr7zZiJ3fYO//K9f8E0ahw4axYXnnM+E0aNYcniJYwbOw6N749u8+dGypA0m9xx260seuRRv97WkrVbtLUmUTBx+jTOv/giJk2dRJpZ0rQFacZLzzzP3b+8lTfXrWX0iBE0s4SoFjFm/FhOPu105h93AmQKozzaXr9+PY89/DDWZtTrNfrHjOWMsz7GrEPneIJPEjZv2sQTTz7J2jff4FOf/hQjRo2CvM+6czoPv+qo3FLwFigtUl6lTlPazSZTJk4kbTWZOG48p57yUV+Nqt1k564dPPjgQ6xauZr9D9gfrQzPP/88h82fz0GHzKZtLc2kxdNLlnDvffdTq9U486wzaTQe9GOwLbIsoxbFBW1Kk0opQmUYB4yM+Q3XS8eQRHIScYa0zEDfUmhUab80BnEva21uLirH6VZbTvjv3h1NwgeEUQZoLe0aULZBaGWIVDkZXvaWkZkk1aDTVl5stlargYNYxaTK13f053eY8ssvvkAjilC1Giec/GGeePppHnj4EWYdOodjjzsJpWIOn3s4AEuWPsPv/NZvlLx30pZkreXNtzw6PPHE4wsEHDbPiy8uo9VqMTA4wBMPPsCe3XuJa/VCOh8xbz4Tpu3HoLVkStOtNO+89SaQIz2XkTUTLMqn2ymDU5rTzzyTiVMm0U6TQgi8vPwlNnfXOOm44zl87hyuve4aBvOSbZMmT+G1tevoGzma2YcfwZ5mm1pXNwCbNmxg4U03csCMGRxz3LEsWvosxx6zgFH9YzBRRJajjY0bNrJhw8ZiPeXa+oWAP/zqV4lrNW688Sb++Ot/zN/8xZ+yfMlTLFn0GJF2TJwwjne2bufhxU+xfXCAvUmbEz/8UU4840x03whSbbjlmqvZPrCbQ+cdyQWXXMKE/nHs3ryNrdt30DNyBL09fUSNBgFV7ty5gwfuup3nn15c2Ci18gi7Mbqf1998k0MPOYRJ06cy2BokMoZ1r73KPbffzprVq4iaGaPqXaRJmxFjRnLyKadw8KGzGTGiH5taWnt2s/jpp3hj7RreXv8m27dtoVaLmTf/KE45/Qxq3d2kzrFl40ZefPpZXly2jKhe48zTTmfKlClYHM12O9dwIBaIyFpb6qQZfjdRTCttY22Gdvhnv7WeOXNmM2H8eAYHB1my9ElWvLycbTt2cNKHjuejHz2Na667gRSYOG0/Eh3TbO1l0SOPcO999zF23HguvuRSpk2dSpoqTATOtUtB2nLvSpujc444Z26tVqvQCmWmTBXtVW2XASGG+4fnSZVbesAl0wz7LHwW8uEVncLEcqwSFb8HkCyODwSjfDeDbCE50nJGR7CLZBXIL5lkNdi18MSmKRnWexnx+cqdaxSR0Zx90YVgNAvvuJOoXufsc86lVm9gdMTBsw7lsLmHsWz5Mv7Ptdfx+cs/29kwccyOHTuIopgoMkyaNBGAF55/kYsuvKDYDJs3b+EHV/0IgFazhUoS+hoN0IYTjjueFb+8HR3F7GklNAHTqLF96xZuvP46/z54lOjSDKMjtI5ppxmHHHYYJ3z4Q0VVnlWrVgKwc8d2PnfR55g35zCuu+4a9gwOMHvOXJa+voE0y3hj/dv0jBhBvacbjOHBRx4BoN1qcdYZp/HhU05l96BXiZe/9DLNdkLkFI2uOs3mIP/wD/9UmutwlEPSFV/5ypep1Wpcc821fPnK3+fgCf1MHNHLJRdfyNS1a/iff/evXH/XAxy63wQWfOhEPnrO2ejeXtq1OkuffY7FLy5j+pTJnHvRhTR6e2hnKZs2b0Ebw7Tp+9FodDPYTgko4aabbmTL22/RXauR5lko7cxx6ccvZVtmWf6Tq+ka0cfmbdt44803Wbr4SV59+SUaCmIsPVFMd18fu5IBnDG8sfFttu7dQ2sgZe/OAdauXkuStejqbtAc3EMUGU7+8MmcftaZNNOMTVs389Bjj7Nu5euwu8n8o4/m1DPPoKuvl6bN412NNwV5W/xQZlJNZ2y2mqTtJrFV1GLDmtfXkCYJY/r7eXzRIla9upqtW96mp6fBxRddwJy5hzPQSli5ehWYiPGTp/DSypUseuQRXl/5EgcdNIPLPvMZ+seMpZkkaBX6c7dz2ijXNK2iQRl+F0qqFRpc1GlfHPZG0KpCzKS8j8xK2hefkH9LRFnsssAIXflvKGfhhe+sq6ZODD0+EIwSGPLCYfKlUyckvUuGGgJeZSGH4N0K0D/c3xOywiiDtg7twGlYsqhT2Kje3cX555/H6HETufa660nSjI9/8lNMmjYZFSkSElyk+JM//TpXXvnf+cEPf8wjjy1i3pFH4JzjrbfWs2TpUn7+s6uZMGE8hx56KIfNncujjy3i9678feYeNpdt27bx9FNPM3ZMP7U4Io4MPaPGsmPvbo4+6QRcj7dDZrHFur1EiWX1i0t57u772LTmNcC3BkiiCBXXOXrBMaxd+Rq7tu3glBOOpde1ePuNtTz00IM8ueRZAA6eNYN58w7n2muvYeW6NcycfwwfOfnD/Oz2+0kdZK0WXfUa65Y9y8oVK3j+2ecAGDtxIh869zwwmt7eXk455SM89NAjfPkrV3LU/KPYu3cvzz37HLVanRkzZ/Dq6ldLtqUissAY2rZNnCV8+fJL2LP5bW677xF2bN/Ot//sTxg7Yy7H1yImjh7Bxu27WLrqbaLRG9l0423s2b2L9W+v5/kXljNhTD+nn3I2k8ZNpWVbZEaxae9W3ty8jvndc4j2bmP7ujdZv3oVAHs3b0TbjJZRuN5uxoweydYdu/j3Bx6jr7vBjoEmjz/yMM8ufoKdO3Zgs4xZM2YQm4jXXnuNUfsfyHnnn8/Djz7KylUreWbxS6AUcRTR09PLgbMO4tAj5nDwwTO45/Y7WfKrJ7F7M5568AlWrXmNlWtfZ+fAXg6dexinf/ZMpk2b5lMiI43KNEYptNLe/qPwHnDKLXol4/FHSsPU8OUALW0cidI8+fRSuuoNpkyZzDkXXsaEaVMZ0deHM3Waze0096aoluOBW+/k7fXrSZ1l9rz5nHPOuYwcO5YUiOI6jrw/Ngk2STGVkmhSHYY8AkU4Tbu6ugqhGRiodNCGNichsLwatRJoXKrHBZo25SZzQZAApRJszuU1UYdR3yX6LPjOr4MzB8qoEjrhP4FhamMKT3WQuDJaX3rP5N+BmYasgjTNqJk6Ns1Q3lzJG2vXFeM49rjjqHV18bOf/5ydu3bzyU9/mqOPno/TypeuwpJljrHjxvKDH/wrv/jFjTz++BPc8stbqdXqTJo4gU984lL6+0cTRRFpmvHtb/81P/7J1Tz11FPccvMtjBk7lnPOPouPn38+X/jt38U5x64dOxkzfhynn3oGDz29FIDNmzbx4N33sHL5CrZv3oLZvYeebq8SOxT9EyZy0odOZu6hs/nnF77LqDFjQBtuvvkWli9fTpqmTJwwCVauY9KkyVx7/Q2sfWM9B8ycxXnnX4jLTQ61Wp2x/VN4Y80ablu4kNhojpo/j0dWrKOnt5e40Sjm9c/+/E+YOm0aDzzwIAtvu51Ro0Zy4okncMUXPs9f/Pm3hqxnOKxzaKOJMLy87GWmje3j2MMOZvGylfzjVT/iz7/2NW699hqmjxvJEUcewY69LZ5/4UV+9cST9PX1MrKvh8lj+zjxuOM4+tjjSNKMRncPaMuoMf109/bxysqVvL1uHW+9tYFdu3cBMHvOXNasW4uOaxx70onMmHUI//uqn7D0mefZs2cvzjlGjx7FpIkTmD59P2bNmMn+++/PT6++mpGjx3D2hRdw6GGHMWX//dmydQtbtmzBZpa+vj7GjB3L6FGjMN0x7dYghx95BM8uXsKjjz+OzTK6R/YxY8ZMDj/6KGbNnk1Xo8czk9zMlIkojaADysLPsiiM/K7R5eMNo1qNtNXmmOOPZ+uWrcQmYtaMmcyZPZvREyeSaoVRvmpVb98IDjv8cJYuXsqqVas46MADOfPsjzH+gGn09vbmsac5Y3aBLSS+0HKSoPTQ2gUyaNtRDgkKgnK4GgLQYWrD7ZXhgs7D5wU/0OW8bgmspIPI2bIZTgKn4lmi+8G+DvVe3p7/imP2oYe4n/74qiGTEiRRlmUkWadQREidCsyvavCuTmb43lqfW5wlDu0cNvo2Tj/KpnWX8fMfv85b69YyetQIdu/aCXGDkz/yES646GLieg2Hwirff8TSyUNGTHhAtAENdBbWG7vzPYsGasZAkhErxb//8Icse/QRPnbeuRx29DxeXLWSF1esYOPGjWzfso0JY8Yxvn8sb7z2KiaOSBTMnHMoHzvvPCZPncI7b2/iX//pX9izfRe17jqDWZvRo0Zx/gUXMHv2bO9oefAhHnjgAebMmc25F1zIuKn746zP6MBmvP7qKhY9+jADe3dz/LHHMnPmTGr9E2jlcahBRQqEWy25JtWvUoC/MSgTk1pFTWUsW7qYxYseZtK4sZx9znnUunoYTOCGX9zAy88t5qgFx3LW+RdR7x3BYNtXLzcqY/3a13hi0SOcdvqFjJ80mcSlmFqEJaU1sJd7Fi7k5eeep7+3j6n77ceC409g8uTJNJOEbdt30NXby8jR/b5MsvItCWqRj0FsDg4Sm4i+vj5qccwb69Zxy823MH78eC685JOECDKtDUnSRhvjUSBec8m0pdFokA42WfbM86xZ/SpxHHPgrBkccPAsyD3stdhXRg6VwMNRdZLIYh1QroOgtQbjvcwKSFpt6rUatp3S09Xts58yS1tBprxCmSUpjbhGa2CQdWvWgnNMmjiREaNGkuiO/S5oZlF8G10915C2zyNLv5SXnCszkqoqjct7VQk1ut1uFyhT9l8P18mwvao3uhrqE+g70Hv4Tn4u7621bwbobDmJJfhCindQKi+oDRdd+ulnnHNHD8ejPhCI0glbQrBpyAnTWhPFUZ6N0FnUMLkBlkuGGM6T8Wjh0No3G8tZHZOnTuXCi47gh1f9b7bt3Elvdw8fO/8CTjjpROJaDMGOoYPxt2xTDYdM5O8Eu5vCW29yZqmV98zGxpCkKX39o+nrH83TzzzD4hdf4J3t22j09jDzoJlMOmEyC46aj00ybvrlzWTOsuDE45lzxBH0jBxBs9Vm3LTpHP2hD7P8uRfoG9nH/GPmM3fuXHp6eyF3Zr2xcRPjp07jI6efycj+saRtv0mbzTZKwf4zZzFmwgSi2NBo1L0dVxjcQwUe2RlS2oD9OnbUoFLUglO+z5CBvYODTJo6neOPXYCKY5wxPL/0GV5ZvYqD587hY+efh2nUSZ3F1Axp4vfClP3348JJnwB6cHknTExEu5WAqXH2BRdz/LEnUteG/vHjcXFMai1xvcHoWgNjIpLM0W41MVGEiQyZ05h6FyO7e/FdAC2tDMZPnspFl36Snt4erPY5zWnmM5B0LfZVs7XP7NK1GmgHxqBrNQ47ah5Hzj/KC+0oopUltLKUrp4ebNJpvRoEqvQGy1jJwCRlBlpIpkhVVuwnbSJcZqn3dNNOM+IoxmlFq93GGe3H6hwuaWOV46BDZmFU3n6WDgoM9JSmaaGGWufXWodstgoik6AkFv2UqlEPwwWGw7tXkZJoNTC3UEkqzIVUz6XdtKB5m5VqpVb5gLV5ht6vS3iQUkP7SVc9pwHaS8kj7ZpykqVHTiJTICcQmxupg2QxzDn8CL7y/3yVnTt2cOABBzBq/Fhsrh4lrcQ3Z8osKjC+XIqGMJQwJrmRCgloOkVPTd6HwKtfoOKI4z50IuvXvMbGTRsZN2Y8Jy+Yz/4HHcT06fvR3ej2Ta0yx2Vf/BImMphGDWsMrcxhTUwzc5x2znmccPJHiWNDrZZXY3G+qnQjqnHm2eeyd+9exk2agstbrnqYZGinbWwKmTIoZUiUwUXaN9ASNp8qsqmqU34uhxZH1SqvWoTliCPnQTaXrrpHqIOtNirS9I4YwRELFqDrdTDGO9ucRkWaetxDq7kHU29gTFfuiPNFROK4jjURNa2ZtF8X2noklWmFirxAwsSYuIbNfN+jrkYDpxyJS4mjmGY78a2ITYQFMgdjJkzw72A0qcuw2CI6M8NiXAiJcaAV7TTFZimNRt0/U2kfyF2LiBt1UBpjOm2I4zgu9c2WiRGymIusqFOg9IY36ShtSNOMyBhS51BGo+KILE08U8c7KiMT+QpDtRpWK9Is9e+ftkuxjEqpvJCLN+8Yk4H1wjygsUCnUp2WSE7+LYwEpGoAACAASURBVDPp5P6QtCLptppMEgSGtM+GJBIJjOSzhnMEh7FJZhnuaa3LK3H9mtgogdKmkdA+/Kwyyarkko6f4a4BiKMYq3zRBIv3eqeZRdmMA2bOyptz4QvzKtAmohbFfnPl/UiUyqsQqXIA7HDM3joL2hvsQ3MttMbm0s5h6esfzce/dAU7du1k0pQpRHHNh/xklsSR51Sn6K46UVxDR76yusUXCwkdF7pHjkLnvXYUnpBdPo4DDppBu90myUuRpZkv6OqcBaVotXz7gAxo5W09DR31TyJIaYcKcxvmWiKmzvo50nZCSkZcb2BTQ5afb+o15h55BAfOOpgRI3rQJiKxFmUdYSlT20RHviiHUU0/7zYhS31Ot1aWFNDKkuEL5FrrC03oyBFpMAqgDaQkqe/ZbqJQPizLbc++ojnKonS+OtY3arN58zSlQCtfkSbLfG9opfP2uApSBxi/Bo2utIisUM7iSKnXLHHk+zN5t6xFK3B5UzOTd/a0zpd1Myb0Z8r7OjkHqaOmfDOiRhR6JfleT9aC0o6e7tQ/o+Ygb4RW9HCKHc75coBDGp0ph2J3TlOJR9LCpBL2wBAbYq7mS4YHZcYo6VkKgHDPQEvOuZIjVp4bVO9qnc6q01Y6woKJLuxhqaZ701DZEz7c8YFglM51VIyqtCokTi7RAnHKIHIJxaseLSmllPJN1o3JFy8PXnNqF1Zt9vYrB85mWJWilG9e7zX01Hdd9IZJis2lfDdBP0yLUhat88ZfJkNpW6BPyHA2IwnNyBQ4UjKd0DXK0dOvsHZZ/r0LgM8TYZx5gs8dSr7loM31hrwIhPJEEwjHWovNOyH67zOiKO9ymDdIQ3lG4xul5UwCcmYbNm5GllqynGDjyDMWmzdgU2TgfIBvLe40PgtzpJyj1BCtluXecI/TTGzpGxnG7NBY6rpiXA/tffIjHqaHUXHesJsMIoNv/ROOdyv+58TtHETD3FfLe8nvc3Ciq9S1r7ENc/wHTv3/7VAqLYJmAuINsZ2hhFpRRFnYpiX9hs8Csw2MMWSmSZtjsINX6zOE5/oxlRM7qohVxlpKx5F0QMnA9jD29zo+EIySSmFbaesqjMPOYXW5dH/4V1XVJeKseurSJMHjBjHB5vso831vtIZilzoglfSqZHJcx7bqxzf8mykF2M51Nr9P8QAgUp0vjfxefpaPKaRVKzrrq1T5mqq5Rdrh1XtHQpSP6nsFe7L46P3c7z/yTHnq8M3Sqn93PnP4boJDzlfKx4KhQDQfy3EnyvnePOE6JZuuheZphIZlEBqrqfz6cG9rfUSCVsYXNs5bh5AXX/AA3nTGYEGpPLc875Ko8mZq1uLfRYluisqAzQsBa4MxMWhT9FZS2j9PK40HoA6HIbMuv943gEuSzF+vjI8ocboACgpvgnH41hAyCDzQVClVMLcjKii1uJC213BeoOugfYXfQ5hQcIQGfiDLIw4HfiSYCtpowTydR/OSaQdgVbRHsZ0KW+92fCAYpbR7VSVG8ZkrG4SD1JGBqVLdkxKkZLsI90Dh6AXXn1OxpmgPWuSCdwgmFBuFQBwK3wQsXNv56Zyvxk3efMzln+uciB0QGpU5pbzdM1NoFXnHR97BMHRNVDrfyM56ewq+xSguPCPf5CpknuTVz53GOt/kzJg4vzfeKUXujNAxNoM0zTA69u/owOiILDwbjdYRxkSeEeRtDiD07MlV3bxZmn9ehHO+mZpzGo0/L0ktykQ4rYmMr26N80Ts0ogszfzYUTlP8068DC+Majoj9MQx2hS2XmudL4Dr8LnXLkfe5Lcy+AZjWHy/MuN7t6PAWpK8iIIO9mzPudDk1bKLqlZZ3gbVV9y31rcYVlqTWYvN1cZ2mtHOM8LqtTpRZEjSTh2DNOlUNC86FZLHG2bDR38EGjFOQ+bXK1KRr9qvDQ5P+L7QsrepO3LVNs/kMVGEjiK0SsD5OQ1N1mTfog7AsDjVKdIrC2wHWgvqrBK0HCIiJJgJSDIgOukcknygCoDks+S58hr5WfhdK52bNcq54OV7vT8J/oFglOGQtgU5Ucb4Nglp6lsAaKVRxnuufTl/X2hXVxLpJXyHcl8Nay3aXgnqypwBekL3Uq1FKJ7rxwLKOY8S8g1tdC7pGZpzKotsEOyuWa7SanyBVqWKUm+eYJ1nEoRnaVKb+VYHcc23HXUJyml0aECt8vhErXOkqsi7LeRIwkOYUKHGC44EnCK1aU7sKkdL1re1wN9faeXHUYpp8xEDTnWkuFTJOoIudDi0OJcW2SYoSyPuqGngyFJfFEMrjalFpDr1PXhkWJfzzasy67w3PvOMymrnCT33WAcPJ855QaZ9KwClVNFkSqHBemEY2gaAJ6jQurUw5yiNJfX7IpTlU359M2chtYWX2ORzXq/7FrIKRzsHsmma4NtjDK3ELQ/nnGdemS3KAXpiV8VzjTZESpPlcjlzwXmZ83bn0wm1Ur7PD97xaJWvsxmgasE0xHikU0kyIhP5Rmk28yX6tNJFJAfOkqVZMV4Z1hTop7DXV+yX0lwWDtnLKNBwCSUGmiwYas7q/LbL2V6uhWYZlnLjP6BUnyGzGVk749ciM0eGBVV7h4Tvw6IC+cbJmZJ1nnE4/7tsdCURqmS+RUgB5VL7XkcOdjdxbdHrxXUYUF5hWildsosUdg+EhHPeSB8Op3wcnNa+341LPXoJCEUZncf6QeJSXJaPNQTpis2lrO97Y0PDdzGXpeouwrShlCKOaoUpAyCK/LMHBgep1Wp01bpQQq2RHk3pVZRzLMOGwhzImNfAuFWOyf1aijJb+KB0LIUTKpCHsxZXCMkYq4I3NCvub4wpqVFhroJtQuUGSpXbUJxz2CwwBDxyzRxp6tGQCg2vtBebLn/nNMu8U4yOV9mP2++fJDQPyzJMHJPZjHbSLjEMKbzDYa3FpllnjzvnGZnz+yW0cUi1w0QBBSbFHpURCkkW+kMZIqOJ4rgQUM28lXAURUVGjbQvVg+f8ttJ7lBRhMrVeJQX7I5yibjS/hdH9f4lx6ftpC/K6JWqv8K3402LPlDSQaRzrUApVXQuqDJjKQScoJN3Oz4QjNILuXLFYRlA7lyn4KaUytJwbHP1J6A5yRTkREnpKZmoDHWQ8FxeW4X7hWe5ohqUmLFQmaoeORk7l6blkAqp0shr5IYCSvM0XDRAGEOwywBeioo4NXmvRsMHRYfCBkVIiggMljYnqS6F840xpZ7U8v7DhRSFOZXeTXkNdLSNLEtLc1c18svf34tQS5klQhOpVr2R61YdszT9hH0axixNQ1WBEz6Tc6S19jGZlSMwsqpmFOIKpYpbLU8mEWLV8ZllWcEow9iCYJNrlGVJaQ8ON6eqgHVlUCLV3uo8SzulNLO91/oZY4i0KbzZEqiEc4LGUuUB4byq+WC4Z8njA8EoobOI8pChPlWJF+wcYeKstb4BVoW5VTe4ZLZVm8a+bCGSsYUNFhBDKDBbtd+UVHGxWWS8XFDzAgOrxoBJW5EcT2nmBLEV1cQFg62aIZTyoUpWDQ21Cs8so+yhAiAguPB8eU34PUmSUj6wnCOZaSEZpGQqHSLdt2u6aneqCiKp3r4b05TvH8K8lOo4HoabB1l4NnwmBWR4f3l9tUdMeLcq2q/a70plAvM5SpKEdl79SQrlcEhzSJiPWq1WMBelFCaKiATir9pDJR0F+6IMgZPC24+hHHFSZZJyD8lxSg1QmgCqay3BDmLvSiYbvvf/XB7x4YbcJ5w7XOLEcMf7aVfbAB4D6vn5Nznn/kIp1Q/cAOyP78L4Cefc9vyabwJfwjuRr3TO3fsezygZkauICcqd6cILS2ailLdJVQPA5URKgqoSSViwwrBemXR5XbGhnCvU5eEYTXg3STCS0YQQi+p9ZUkrqYbI+QrnB/QmN6BkEuFZEll4+2O5iGowslcZpMzJDeshN7pEuFIYVBlUmOPAiOT18n5SWwgoSK5/lXglw5UoSjK84cJL5J6QaxfGORyqkYxXrqEsERjWL8yp9ABX0VJ1DyqlCi9tGKNzroTOA9KX6DKYqwIjlI4g+azAfEuagO2E7wQBF+Y/zKEU5IHRVplkFNVKSE0KUikAJNiRjFyeJ+vJyjkP90/TFOWGghu5PzyzLQsLSYOSd7yf4/0gyhZwinNuj1IqBh5XSt0NXAw86Jz7jlLqG8A3gK8rpWYDnwLm4Pt6P6CUmuXepWWtXMAwOUGqyJgqKelkyadis4IPw65s8irqkt49uSmLOnZKlYzKVeZd2P+cK5w1UjLKYFY5jvCcKsLwG63sDZTMM8SaScKTDCXcN4xNMuQwjiqqlQVFZHiGUqowc1RLXVXRTpjDEsoWqrokmPC5REZyniTSDnMWslhC6qQxhlotLjHFcO/ArKpEPJyZQu4LyUSGQ+By30n7rGQm4RzJjIBSzya55pIxVQW6UWWzhhRikgEOJ5zk+MN3EiWG+/piLV6bCfa8oHKH9XGuk4njA+07JjBJs3KeqnMqGV5VmEntJzB/ifLCuxZ976sC0brS3EumF9bSP7/MIOWayftJMDDc8X7a1TpgT/5nnP9zwAXAR/LPfwo8Anw9//x651wLWKOUehU4BujUMhv+OSWVryrZJLMJkyOvtdb7kK2Y1KptEPadKSCJJzALiQblRg0bzTpXVIIJ1w4n4cJ4q98HovOL2kFz4V/YQOGoZr3Ie1WfEZ49HMEDBfFVv5NZDPKeVQ+lROJyPUqIW2xgiWqrqttwxCUZS3h2Me/iWWGNpACSqnNVpZJoKuwHKSxlKpxEffJ6ySAkAQ+3tmHvyJ/yOXJfO+cKG7tEuYHA5XVVYq92P6yaQ6Q9Vq6jPKSAkUJN63I6ohRCHdDiaLXaJXqtvqOcl/BZ2OOS9uXelYKkuJcrR7BIkCUDyuX9AkCSZq0qk3+3433ZKJWPn3kGmAH8q3NusVJqgnNuQz7BG5RS4/PTpwBPicvfyj97tycM8dBWGYvcUGEi6vV6SZVSShUVjSWyCgQ93MasvGfpu0DY4X5SqgYEJtXMqs1K3lf+XUUtcjNIFBveUxY3leeE8VRVyCriqhIdQJKlw45Vvo8kiGpcn/xXFRRVdbaKaiTzlWOSay4ZbpgHLzw7Zbvk/MrnyfmVzLfKHOT6S8KsCgR5LxiqMYTvqww8ILUwruGyyUqqJfhWJWIuq/u7KoDku0hmWqWnsGcCAAE6EQUVkBDQeXUu5drK+ZQ0K81BVU0szMdwcziccA/nyz2mlAJNJ+a0Mna5XlFkCB1Ww7tIzSmM//0wzPfFKJ1Xm49USo0CfqmUmvsupw+HYYdY0pVSvwn8JsDEUICAcu5mVW2ShFmVVlkWcrM7dpWwMaFcMbmKFqrSS0ogqTJKe59SirhW88HGYgNLZJzPnXznkppXZnIMUXskog3jlagwPKdKMOE7+XeJ0CoCQ447zL3WumihISW2RLXDMYbhEIQcT/g93FuugbxOCgTJAPxaiQoxFWQrma5EHVKIVJm0RIdSfZXqalXwhT1VFehyP4Xvqg47eY8yIym3Y5X7JBwSKVXRcmBOw6FVKXACM1P+IaV7VJlP2PfSZCLv3QE1ZTQn30GuadhnkrakthI0HalxVPeG1hqNIhH7L8xzOM9rIgowpecMF80g12Bfx3/I6+2c26GUegQ4C9iklJqUo8lJwDv5aW8B08RlU4G3h7nXVcBVAIcecnCxWlXjrvxcMooqQwqHUp0Yufw5ecBzziCsLwIRWlna/HtjjA/0VR21N0xsQADhnrVarWRjcbZTm7JgHuTSIYwDSr2RQwZIMN6b/J/NMl+IIE0JmXehh45jKMqTxFpFfXJjhrkokLXIucxsRtJOPPoJMs25wgYriSLcJzzHWh8cHe4XFWowKJNvcuvy3HCfxZJlWREXiHN5KX6KeQ5E7QO1/RbtoKSyEV6iXckErbUlVBPmrFpUQQpH6SmWgraK1IdEUmQ+FMVan5njkwRyQacNRIIZAC7fo0r7fejyeVaoUvlAqRlUTUbF3hamjcB8SjbP3P4ckHWwRRbtZwtB1dm1xoQMs+GjQqq2TD+GCK2Ducg7lspIvoOEpQYU7hf+DsHgkkFLxlsIGOezkCSf8Mkfnr4dLk/b7AhS6fiqApD3Ot4TcyqlxuVIEqVUF3Aa8AqwEPh8ftrngdvy3xcCn1JK1ZVSBwAzgaff6znVzVGF0tLbFs6XhvuAEHwxFAc2T+Ny5ClnPpg3SzNf3Ry/iY3yzKk5MEi71cJl1nfyyzdSkMDSzgP54iqVF03wGSOBYYbPsLbDcPLvFGCUbyUQznNZhs1S0v/b3vfGardUd/3W7P2c8164t1ywtwQKAgUapY2h2JAmKlGoSqsVTTThQ7UxRP1Qo0YTAzbxzwc+1Gj1izHBPwlRKxJtldzUmLZKamMLUv6VP1KoJQUhXixcLpf7nnOeZ8/yw8xv9m/WnnPel94L77mHZ5In5zn72Xv2rDVr1vqtNWtm9heYkuFkngDPyIcDlv0eeSk7ySzLGmPhXw4MHSRsuyIjtdJeFVOq7UAuSdKH/R7IDl9KUvhcJ49iulKHriq/89LztSSIl89y2Je6vS7m9LLSxlD6BplL3iakVLaGm2dOBpWAvFnZHGS/37fPxcVF+5BWHbyknX/VO4gIk4o1xlB5YJaGXqJsohpbq/I2T1NZCIFiEE92J2V7vexl6SJXaTla8nvdFDGOvS50QWNxenqK09PThu4iUtTZaqWF9zT3s3AGZTMXYJoM05QwTQkpAWaO3W717E5PT9tYBNbJyMKL3O7f7WaU1WOOYtgMQJHfUSw7ZiVQQTJPNHp2y1IT+OvyfK+7Hi35ACQgTVZW2HbocmqTg9Qfip7vVO4GUT4PwNuNC52Bd7r7w2b2SwDeaWZvAvCbAP5MbcBHzeydAD4G4ADgR/2KGW+AeuRy+Ksu0PbZ7Q5B2gHRBdH6gDXwz1nV5lbvdjg/P8c8zy3tgoISXW1eA/pYlrrJmgisbVMFrK6GBvDbgPEeVUbDogqC/IhtiiiFg+v09LQbaGa22dWa7WSbiUyT9Wc3RzepvHONFemMecstBHCxv+gUG40f69b4Wux/s3rKJtBQI9uy2+06dMOPtlllgW1iTCv2p2YJlEm9DC4r1wkUVcR8ngNVD+FSvlHBkdYYG1RkyfcoYNB4tpk1ZaNGTt+Z0novsIaouDnFPM84OzvrvDjtk3g0NOlUWY78jShOEZ/SprKqqV7l3q03GcNNaUrNW6TCHRnRu0GVdzPr/WEA3zO4/lsAXnfJM28F8NY71c1itg20l+ur8KtiALZMAVZlpIHiGHxWQSGjiFA0ITilcvwB79PjcKOyiZ0ay5pmsVXqmuakil7jgNp+nl4HrMsDtc2jCZo4YPld8+/iLHjZwKFPoh4F27mWmnxnHEsNVmmXdfVHPnpdx6y8oXsUwwiqCFQW1AhFeerRzxZNEtVoP1FRqoJRFMejDnQCBujjiGosR/2tvNDQkoYBlN9qMGLclzRz4ktjf2y7ordpnpDgnRKMxjAuBIk81Os0gJp6pkcvlFBG7wkqb8hX5gXr+6IsF2etX0ar8pJSKvsDHBY88cQTHX2al6oTbFeVa7Eyxx1DpvN7dDPVUo1cIUUAQJ8Cogzj/YxH8Xd1LRR9sm59p3ZkfH/8rp2q8Rcd6Fo3n+H/HJxENPq7xnT0PZFXfI/ySIWSCjTnsoZckZe69hTmWyenbYCwLgpdpItIhIZJURIApLqrOmlhvWpUlF4WPSpA07nIA/JMadHBopNhUcZibqcausY794a+NYeSPFXZG020kFfsB8bpSIcqxRgKUsWmM8TsxzhrrPHAElfvl43GcWhmbVmryrryL8qcekO9TJZdnvgOXVgxAhvah9vskzXerPxV3u5zxmHfh6C0DjVMMRUvlmuhKIEVekfXUa2rXlcFM1IqURmqshi5qopEUkrI6HMt471qcVX41G3jX0U4qpiiUtQ2qmBQmE5OTzGJgtTforLm4FJDw8Jn+J1Kb57nNkhTKuvmNQ2DSoW0akK1DgpV2nyHe+7QlCpw8u/isAqrojKN08W+UzdQlUFUgJrLqGiafIuxV15TeRvlZMY+VZd0v993+Y3aRkWLdOPjQFfPgs/omVJRQalSPTk5wfn5+dqXUu+qvB3Lvl95pq69toPIUg08f2NR743GXI1s2U1q9fT6yaA1TzO+f4wucyeLSpfyMSprftTDUDm5rFwTRdmjMaKWCPEVxfHe+Hc0WNX6x/pUoXRoMY3dDf4/6gwAnVKMCEavjZRj7Gi9vyguQ6ohACroGONS4db2x2uxLeryuTvm3VzWsosy05heUwjiJrHE/EgzoOzK05+/zLIsy2ZGn+9heIGGSZcLRnRJflD5qMwwdKKDnM/0A3Cbk0hjoshODbcB2E3rxJfZmq+oikBTy7Rf4nuJtJhSxN9iH+qyUzVMisBVkeg72G41FlGZ8Lq2W0MJfIbXSTNBzFbhpZqy049VNSS8HpG4GlYtlFeV5WZgLSH7odtWLdY78lBG5dooSjJWLXdkjgqeMlmJB9AUkyaXKlOipRr95jl368ZV2ei9iiYjUtOlhzoRoW1i/Swq+Er34XCAW2qKggNBaY7t5LP6Xn3fiDfNsns5AE1RvrZ3fV8fH9RE+dX9WicdFAkpfTlnuGEzSDQ5m88RrehA1DrVgJCnMQzQKToxVNrfqrSiG9gZWaxyqnKnYQCNfyuKVuMUFTTvj8v4YixO46sqn1pH9ARyzljygoTtVnlxXKoBVxmPs9Xkt9IalWpMO4poOvaJyq/yraVjiYsfwUEO6UOKIDVcFJX/qFwbRQnEAThO9FUrB/QJvOr+8BrrjQqBv6tw8l4AsCkhBfSpHwqvpmAo4tD3xxhTjMvwHhoKHQCkka4L3eQRAlLFrXzS4DjbrgIa8wdbjHKQAE26mvLOGSmg7YhuD/UQMJbIA6BmyAS0pehS+4HIlL+pe0vaR2uEoxwpgmNRPvIviy6B4/8pJZzu1pMB+VFlMdoqT9+lbSE90RuisqVMxDjwCPHyXeSPGirmshr6PSQjHzXkEfeKVWOg/RIBCNtR+n08vlUZquHQfu8Rb7/rkKLd1tcVVbZjH0K8WT0VlY9RuTaKMmr+UdwtxmI4I64Khp3LhNfRDKgOgNgZctNmgEVEwfdSSKLSVnpIn6YgKaKLBiHGgnLOQD2PeZ5nnJ6eIGeZxKLwYausokDqwKXg6IxljLse9uU0Pvf+gDczQw6pXTrw0fYGLUH8aFA05QN11jsKbhwwMZQS+aQGgv2sckQXkbTHCZGILDQ0w+c1Dp1SQppKm3e7XZfQzfer4VZkFzeDIG0qSzExmgrv/PwMgLW0LrrpqkzY5nmesN8vm7FgyZBQdpDPkoit44g0kG/AigLjcsT4XkWzq1z3sVRFjTFkov0X5ylKRsZqtPNSj6D2khY0TWXTGl1YQd6TFqXxaaMotZB4fo8uCwWOJSqEkXsXmREVYPydq2H0N61bESF/oyDScsVlkxrPUYQBrIpKg8yKZqZpqqs3qgHJuSWs76YE58ojd+zrbtqAYVkOElAv580AXl3XDKAkGK8Jy4xF5rbL9n4p+26WrfVrcH8pO2hzQ4TCO/J6a/hGCI2THe5lZQrQ7z+paEoR0jzP3Xpk9gFdKo3f6ndFj8pnDnx1r1vfLhnLvhz3kFB4PFnCNM+4dXLaKfVlKevyaUwUlamCViWjhmBkSFrfQ9DeZJh3ZdCfnHLGn0tsHSUFp6C3k5MTWALShLbJtDswTwngQWxeZ+3dsbgjLxkpGSYk7MS1Z7qcxoqp3EYx8+g1mDmWpR8/0cjyf8Zf1VNRVDlZWD3kwJzqyjIH8qHs/h4wUpebS28LQOdVjMq1VJSjEhWeDhKWyFR1bUd16b383tCX5P3F2I7eH9tEgdLYkbvj1q1brXNU4UarNvqo4pzEtdaZ4WbVhQ+MDUYFtU3ejXHIqvgPh84KqzGJ8VGgR5akTSduFJnFQQBDOffG+3ijIkSi3LOzM9y6dat9Pz097Wa+NYamSF5deeULB05KqVNmgCqX1YMgz3SnI9Z3+/btbtIrysjIgCui1X4iDaq4cy7niKt7PoqvKT90WeQq9zVEsV/zRWmUukT/sh640RsRtqLJGPPWPi8ZIgvcsZFfRZaxrapoFfFzfMXZeJXHldZ+m7n4ieNjVJ5WilItTixqxcioXjD6mevR87wvpQSkLarVQRbbFpEIgJb3+IxnPKPL06JAUlBicB7oJ150kEVe6AA2s7aRsNJFtzAKnNKlbdMS26nPxriWoqKoPGNMWfur/N8bLdZF9KWDCUC3QIAIJ4YqokGjItJ4Hl1Z7dcWK/US4wLWSSXmFPJ5dSOVnig7QH/Mh6JlKqcOyQr95Pv63AHTbk2xia6vKmKlrQMCIh/a54qq2xJeK0tOdYGCIn3SSy9K+cA2lpU+RUGrPERjou1QoxwBxf5wKEKDdTwpoKB3lFI/IabvU37cKUXoaaMoY4eO3HNgu3EDf1cmRWWpFqwJW96iRh1wfJd2DtvINcPaOTqBEXPy1JLrOyPqUCStHdvln5q1iRG+W5UbhUbLZS6QCmZDGO6dFW9IN+TBxSB/5DFdNUVjNqWOnzqYWL++y6zE6HhfzGFlHdwWL/6mq2zcvbn06obDsRlcMf4YZU95zaLvU/mMyktlms8wLNNCEKnnX1Psof/4XtIWjS5R5Sgu3AzOsmCa+9l59WT4DL0o0qAypihdsyQ0fqztjQsYIhrOObcNjpWnbPsqo6jKctxP2geXASiWa6colTEjS6MKT62IKkMWFSCt97K6+QyAEhgOFj4iFL2fnUPkRndGl2BGha0KT5HDyHUx63PzVDlrSSlhku8RDaviI/+ie6wDgsoDWK08FT7pHw16ti1OlCjqVB7mnNtRu4pU9X5Vkorg3Ps9QnXSQpUJP7vdrk2C5Jzbw/k7TQAAH+pJREFUuuYYynD3FupQA0faueIHQJsciKgxyudI3ik/aqBUiVBBKs/UWCl6HwEE3bpPZb5swdAvlY2J96WOrfcTZ/Kjd6Pu/Nrvjmla3emosEYuucqAyq9jO0a2BqPf11a9IB0HRL1XlWunKIFtikK0hMA2tYJ/GdCPg4VIQIP5wDaJnddyHSTR3dYOiYMgpnDoygQKrMYH1dLHWX5VBhSIqJxUATV6rXdfG1qzdWmhThIo/xQRjNAi79V4EN8TJ0KmadooDyIFAG0Sh301z3MLd4yMpbqmRO2sm3WQvzFHTgcyaSTKGRkPysyylHXcOa/XSGMMpdB4EE1FpBhRe1QAWhfpVa9DZbWc2LlNn6GC2sxuW7/58voea0nnCH+7sIrbsI1a9J0ql+Rb+W3lB3mpvI91j2LjKSW2uuWvql5QZZ3KLn4bAxNDZ7EPRuVaKEr3ratcrm9Td7Qz1DVTyxoHmT4f42r6HOs8HA5I89R1uA4kRbKsO6XUbUMVFfA6qzy1QaWKL9bF6+rCRgVJBBpnimPsSOlVax+FlSU+ExG98lZ5rL/rxJfeq22OCDkqN9bDftINDKhkdaDpGuloWNWIsp+jIuJ7lKaLugyQ7R/JYUTuijqVf9HARj4DPdrSfuH/8zyve50Cm7bx/aqoyCeuhe+U0mDMRLQ3p9VbYL0x5hd5HUu5t7je0dNTRRXjpboTVLvXHAlp8+6RS61Gl+NJwQPrfFrGKKOQx+tR2PS6Ml2Pa6Dw6JZbsS5guwMNj+gcWXcd1CqAo/w8/QusrjbQD7qIpiKCVaFRhcQ2LTVth/VRCCICjnXwfn13jIuOykhRKm+Vp1qUbxx4eXAQlCp1TRPSme1RH7JtGjZQF42oWWVNDVhr22HZKE/WTUOj8btpKlvWjZRFNDyRfsoFaYnruts75m1bgBUlM/WItB4Oh5ba0ykKZERwqHwctT/yfhR64TuVltjvygvSRRlT91jrjQb7su/reChZZ9rnrEffOerfWK6FoiQx+tFBqgNAGRrTQC7LzQIwiM/0cF7/n6YJEBdGJyr0HbqGlO2LSlP/UoFykBba15UTigRViRFJ0F0dobbollMAWBd/ozKIaDzyhO1SV2aEhrT+qIC1zjg4Is/NDJ5zF5zX5ZpxkGpfsj1xpxy9TzfkiH3A/hkhEO7YrvxTuhQRq5fA0MAIjW/o9vGEDPmucqR16v2qtCgPMTylceO1XZcroFbfUnJwdVIk8lgVvr4r9gNPdNQ6omzp+B/1ybIsQN5OzkagVO4fK/4oo0+L3YOKdSsJvciAwbGr0DqjMGVJCUgJTFh1ZwzD23dFa0C/TliZRSbFTuiu2fZeFTwdtPq/Col2mg5Eto8umgq1Dgx1nzTuRZ6xLR3tFIDg0nr9DSkBOWN3egoDsOcyxJSw1Lbu5hmJLn/lGVdvNAVLVJIS0rTuA6p9EPkaXSylZb/fY3/YY39+0ZB/mmfM84TDQXbwnqcy0Rbe0SkGlOjbkjMOywFmJf+0vqzsMp9KwnKp15DqruyHqhCSWU2w72fKOaAoU6Uvvey07Y7D4WLld01QL2wvMVuvbTyQnlwRaT7gZLfDPKeatbDAD0s9msPK5AVyycbw3uVXBU5ZyTyew0vc+rBfQBuzynG/ma/GsLXui/15Z7ipyLQNI8UejdGyrLsHqYHQMctxocZEJ1pGhodjUA3FyAMiSm9pT0Ljncq1UJQVUmLJC/KSMaVUjigAkHJCrk6ZWdmivhB60R5XRaEIT/9uFGGwdtEtirGtkeulnd2hUamHsTXtSFUSTCUaBb8jalH6uFxOldMIWTbFTaQK4LAs+Orjj7dt1aiYgBoX2u9bvFX5qQm+J9PUpSJxoEXjoShAecJBpLTdOr3VTzgsS1Mss8ZjA0DYoFcYDnW39KJMczMCyv8yMVCUqtM1q+891P89rzPRRKXRbYT1M7LZK01NkbeWwpLBc1k9VXbOJwIzZM91w+QYFiozuDqLG8M20QXme3P28l4rlBZ+AHpWd+RlRKcxG0CzJFTZUf411HWZ28zn4x6jcRxqv7KYGXgSo47LkcK7zBNRIDIKDcVyPRQlSjqOA8Cc4FPCBTIAhyeHJyDvc0Gbti4548Bcg9NFKIDtZr2R2eqS6LV1sKEtCVRFrB2vCE/LEKGKwovtUZcmKpQR6i20bl1Ivk/XYwP9skBFDkqThghYN88257I8WuNoiFqMUdqiExr8ne9RhKmhAsaD+bsKN5XkYVlPAuQ7FFkXRqBlH/CaPjMynDq4eV8MXZCPcWA7ZTUoKgDD9rl7t9RRvQrtqyhfsf9jH3ZJ6xnw1K9sie6t1hP7XnmjCd8ql8qHWL/SoLKpv+vkZtzouDPyvoaZ+DsXAgyVKBTw9GEAnq8U90a9LAbPci0UpbljyhUpWNk0d8kZZWWxwS3hdDeXdbcS0Nf1sivk3woAiypHZXBkNgyYphkWXEUdPPoODQhrrqG2jYI8TVM7g4edlnPG+fn5+vog0GrNY/A5CqUqH17TXM040DRRmLsKcVs4nZTQga+DzKay+UAMiOtkCYBOMGOKBp+LO1Yrf1t8NbyHiFwVBdujNI0U9GjWW11HdUvV3YyGsKz+QMcnrUvXlbOuW7dutTqVZtId3cqRwtESjWpGcXNVaSv9sf4RmOBvcRepy74r/XFChgg3ggyNy2ufapgr1lPu3yrqWMrz6PqbaFxzU++kJIFroiiTA6f7A27vL3D7Yo/p5ASn9z8DJTaTYCk1NKkpIboZK7AyRhVLtGJXCU5zx0olm3w8VbQU+KtchfibWku6cqMlZnxGt7XStjNOFgdYRDpqKTkLP88z7rvvvm5WnkJkZm1nbk3jia6YtsekHfpuNRhKY6RTkVREvmy/ItlJjudgeyMCd3cclj7J+uzs7NK+0edjnq1OevF6fNZA97ifcFiWpaFktjdO6Gn/6HtUrmM/Rx6qjLXn3JoBJlon3TF7QBFzRM1opyhuS1R6UfZ03FC5KZ+iEVY5jACBdPP/RSZzKEMXFxfNwJX2rbxRoBMXD0RlPyp3VJRmdgvALwA4rff/e3f/O2b2dwH8BQBfqLf+LXf/mfrMWwC8CcAC4K+4+3+56h3LYY/3/+L/wMc/+Wv40mNfxu/8jpfiNa97He5/1oPYe4bnBUip7ojSB/I587zu/9evwBgNipH70ilJrG73BvKn1DFci8Y62IGKZHiPCimwzlhSkeka5pjIqwJJFyLGNlkn6SdSi3mbcWY0hipYB5WeKla+m7sIxURvvY91Et2p0oyKdcQrdc8X71f3XIY4pjR1Cp78Y9HBo3xVJUQa2JYWIwWCTKHEHn09YM1sDRFFRMPnGdqIhvwyZaNyGpHUBgmi9x50MpA5rGbr4X0sbG+jYTpBzv0knbYzPhsRq/I4pXWLQTX4ajRIn9JNOrp0tYGhU2NW6l0T81NKjVY9vkS9kavK3SDKcwCvdffHzWwH4BfN7D/X3/6Ru/8DvdnMXgHgjQC+C8DzAfycmX2nX3Fk7RceeQQ/8/C7MJ2c4L7778fZE1/F4fwcWDKm6o4fcq/wYryvLCfrd8hRJROL1qGIiL9ZKhMVRFgUqmgFFcXou+P1kfWMiiGiOw42vT++m88pTZHu6M7SsFDQNY4WS7TEFC6gIhBxXWISsg6a6E7HOBGVkPKE79RB59mBwBuGLVbF2aNpFlWI/Fy2nE6NY/d+GZirUfO2pE6NYzTM2lfRYI48k/gMi6K+y+5z9CeJsqjhJwrTOH9TRGIwSuh/HG9XJa/0ar/3vOiBiabYxfCNIlalO6UE8x7Bs6j862bR2qejfhnxXcvdHFfrAB6v/+7q56pa3wDgHe5+DuA3zOxTAF4N4Jcue2DxjPsfehZe8tKX4aUv/1147vOfjwe/9TnYe1m4X0ohXDuKZbXYq9ukuY+xRHdVrVl7xopbOZpdjB2qJboN0TXR+/Q3jelp3GQUs6NQjdxAKqCISABsBnGMA6my4KDnfaxPBxpQkLe6j6p0FBXTBeWzulEG26BHArO9m+NEzZpS0sHYG4Z+0ohIL9KtKT6MdV4lL8rrTllZj2qo9GP7FC25r1ulqaxoHJQ8iLIWB7gqJJacMwy9IdC+Z1uibKkxzjnj3B2T9WiWfR3p1eeUx6SrPNqvySY/tA2RNgUAvD5PM3CJwtPsCyLKkbHLeXvSwGXlrmKUZjYB+BUALwPwT9z9PWb2AwD+spn9OQDvA/A33P1LAL4dwC/L45+t1y4tDzzrW/Cn//wP41ue9SCm+QQ2n+C2L8g2YXcy4/btM0x1hWe0YLV9tQP72dKrlGW05LEoJFeXWwXksmdj2y4T9Ci4RMGMKbEdupUWgK6DY73Rrb+qfSr4EbEqOtJBpEZmWZaGuuOAVyMQ19XzXbrdWTQQqmgUcRek37vQRPxtoNl2Oasqe0WppL3R49tdgaIx0Vlhd4el7aKIy/IJI13KW22j8lBlZmR8RxMieXGoUuK74gSVKomoMIrCW9pZRjGMdDfITBWc0skS6VDFr30SFfjBDy2li0VXVZU6yqy3zqgrmh7x97Jy5+meUsni7q8E8AIArzaz7wbwTwG8FMArAXwewD8k7aMq4gUz+4tm9j4ze9/FkvHAcx6Cz6c4eMITZ+doOzXXQRDjOxGil0E9gcKx3+8FtWzje7EeHVCHwwG5KkXm8ZXkXS+UVFdkQNNYgeXcPsuyYDkckJe8blPvK1rZzF5Kh9Ja8j4VLkWOGr/VeAzpVGuvEw1xwkAVOIVLkdc0Td3GthGpR9eS9zE2FfuTM+70CHqUuCqvZGVjhLxkLIdllS5HHTzjpXXarpxz6ePDofbH0gYef+Mu9yCiqfcZsMbIckZeinzwk5eMfMhNVkqeprf2su/zktt3c8NkE5KlRp/BAEd7hn/5jLekcmz+bzKdy3puq21NZkj0elBzVevvZlZlvBqLVPmce5RYxhPzMcs4VYMeFfdo0jHeo4oqpYR5mjCl8jGUNjd5lfHGuhVRr0ZrGy5RGbjs/1H5mma93f1RM3s3gNe7xCbN7J8BeLj++1kAL5THXgDgc4O63gbgbQDwnS97mad8X0FBBsxT6fCUEvJFxqkZlprgPLLyQNxppKyE6APzBXHGk9miZWl1t51VUP/m1mlFoKoCFCWj72voxNag8Rp71FUi1R1DjyAUecQYIl1SNR61HzaIJLrbGnBXyxrRgq4zbsjJrNsAuDIQJvHFkfFRhOu+zkSPrLkiy/i7xlcdKMdSWMlQgGNdfQN0tKq8qIGhQkCtZ1YPxL3sxUi+BB6rIQAAX2T2HAk2rYZnsrpk1Mt97MPoLre6ctn0weuxBr54kzn+TUhFKeZSf4fSYJjM6rnsaMpxqcqe9BT5FPAgfUiF6a3/DUXnOlIq2SX1lvp9Swe/95Mza//Ev0s1QmYJboxJ58p7a0Zn8TIeo6zpeCg0lcmcVVT7zZbNGEp6CmKUZvYQgH1VkvcB+H4AP25mz3P3z9fb/hSAj9Tv7wLwk2b2EyiTOS8H8N6r34GN4JEwAE2BumyaMHJ7o4un7qCmkTDIGwcin9HzlBWZxIC3Ybvx6GYgpd69jfHTptyt3zsxutrAGhfidnEahFclyff3bsjWvVW6dAZa8y75XlWCnbLB2u4YStCPzohHPkY0caf4oipwNZB8Pho95XUXO8R2YmTkDnd9bv0kldI/MrrrYNxu6qv0xIGqvI6hAlUIl/EhLhOMbVaatQ1x8mVk+NR7WOVtO3kSY7VUrNpHcSFCzhnwNUsgeo+qCEcGVoFGUab9c2xzr7yfgvQgAM8D8HYrccoE4J3u/rCZ/SszeyWKyv40gL9UG/RRM3sngI8BOAD4Ub9ixrs8s900ggQBVVEka4pSUVuEzCOmxrhStIBxoKqyiULdP+MNHWoHxjpGGwXwN6VPaVCXgc8yfsmiKG0UTmCJgXpt22hmOD4zGmD8LO5YLi663EtdY88Bq0elRr7GNmmeIbDN7yN/dMLr4uKi8YfGSMMS7iUzop0kOE0wSY9iPcqD6K5HXqhSZ8iGz8WcPV6nbKjyVzlWI6/x4d7Q98o/Gh5ej15THCujvh25oFGJR2Og8qBtUNrK/X0alI6xVp8DS+43iFaFf1WJ9EZ+KVDoQztXzzcAdzfr/WEA3zO4/meveOatAN56p7pZLkNlaiWXpaz4VitLotXSmvX5a4po1g6/3FJSeUSlqExeB4fD0bu/KkStXfXMkJOTkyGa1HdEJExhU6TH7z1/1lUHUfnphEJEFor0+F1TNrQdkc9AcesOy9JtFsGUFNYVaY18p0IlHaNt35QWRSRRwGNAXz+aR8r3KzqN9UeDFVGX9rl6ATQM+jx5q/LNd49m2/V9qlgj//hX64iyr8Z6xLeI0uPqK5WFEYgo7y7AIRr43gvhMuN+1ZK2YckLfMmbMRCNaix8B/lRnsWmPSyr4UUnG5eVa7EyBxijHR2Q2TOWINCKGqI1VSWqs5nlvu1ZHDpA+DzbwxKFpYZNhkiJ78+CZLXOiKriaX9sqyqNiAJZX1QcI1QZhTzORCofONAVFamL1D1T69OjTHn4lKKAyEf+1VDEFrH36SPRCKrCo4KMypDPadCf6C8iD72Xdaj8KH9iX8V2q1HT96oyii45E/KBfgWQKvK4l6ryU408+240ydHJncir7sAfZUjDLDEcUOpYT92k7ETkX+rrAQHpa7JsCS52Psqq9q0+z7b2ubhrWC8q+7WvvCnUq8q1UZSRAGWGu6+B7FqUcP4fYxoRAUUFPFIm+hzQd0KMFanSVuHLed1XMU0T8rIOBlX+OvjUuVE0Ed/DdkRUxt9VeLRdmgQfeRwV1lVtIG1NkYtLTIHWFScaHtB6o2KPCiZu3MFndZ24KosuxhXeE2OqTcnlfsdrVZwjVK48iH3FtkYEq3KmSl/fwXt0VY/2XUS12ofKv5HB0fpjUUM8csv5rMpUTG9a216m1yiDnGyM/av1s61qQMysTTTFZxShR/4rEl5lLYMz38qHfuzg6aQox7lYivBgqPPQ6z2qGKLiVCHTAcPftA4WFWKdGOLzHGytvqmsQ1dhOD8/b8KuFno0UdMs65QaMtP2ReU7QhF8D7+P0I66FVHR8ztRgMaFGBfVGGE0YNn7WJkmlccBGtG2or/IZy06waB9EkMSsX9YRgdhLYdDd16MtlU354iG5bIBFRUyeT9SdqM+0P69jN4o42wP20s0pyhVx0c06OSt8liLIrEoc9pvRUkXI3B2dtaNt977KRkfSlcco2YG5L4d2p4YrtJ4dqS3fPrwhfY1FeVTEqP8RhT3dVuuLaHaUePcx/LbenSlCgXQK0DWES17FKDRMrG4Ssdr46Pi1XYvy4KEy5FvC+4HS6l8GFndqPwjcouKIg58KsGIHKiASMu6hr6fFW6KR0IgijQjIojoamQA9Fntk6iELkPyHDQ6qUPUpIrbvYQMmPpD4xBjvuSxKp6R1zKiSw3rSDZ00CoPtB3qvird2hZFoCon0UBSpqOS0zIyoGrYlN9M8md9pS37dj3KQamPOy1tjYTKti/brBTVA8oDDXtFHplhM2ZYbw8oniaKcjkc8NijX8JJ3Yz2pG5BtZ5+NyEh182aybxck9J7S6uITZURS85edsiugpumqeWSuXvLXYtMLc8OJkQM7Tcqe/eSTDzNE87PzuDWTw6xnpaTKPIaBSIqnHiP0h6Fmu8iHTG2x+d53wg9sZ2K/hpqMcOc1kO/gD6ViKV8t5ozaoB7izcX+kuqDjfLpaIrNNFAJpj1ylrbXnbPLm3QJZxAOfExIhHPGdnW5Gs9oXNts3g3cuZ47Asa4MI3Caf4NhaMmsu77iaemnvYQioNlWZM09z1RTMktoaD9F0plc2IY4gnKqde+dSJSQIJWF1Tsc32EMobrfxfDdw0TYD3oQl3LwsErPewOkUJ68AH+zfK9Zb/3BCnKGSdHFSjtQ0Frf1yVbkWivIrj34R//0//jtMi+OZDzwTv/t7X4XnvPjFwK37cLEAt6wgFV3zk3Pp1HmeOqutFltdSDJ4ySva0AmTlFI73Cp7xiSnvI0Gh1UlwRmdySZYqsqaOxgdMuaJOZlW31Pcj2makVJ/XOzIkgPrzDSvazAdQIecdFDwb0wj0pUxVCBEmEA1DinhUBHLIffn0ZigXZ5lrrulq6IsW1+d4nS6Dyd2jpTP8MT+DJhPcXsP3Do5xewZu3zAHlZ5kpryo5It7ysKky4Thdx9G9AfGQr+b1a2a3N3XFSFFVN0gLpCZJeQl9wWBvDQdHfH/lCyAyYrmzTUXypf1rAAkd862eTImZNJnKV37PfnyId96+9pmpAP+xY60P1XPSWgyXtu4+Owv6gGvEev7GOW5qVV19SpULLX4yskJafut6ny4Y6GDt0dPMNm4nuXbZiC9xYeTFjEMNKrKoo2ISVrynulY/VyeiR5gNl6rYyNPvarqWIjT+VO5VooyvnkBPc/+CBsv8dvfuYz+OyXv4g/9EM/hIde+CLsdjP253vMu6mdS6KpMGohy//bQ6SAreujO3UrylJkSmXENclk+jzPMrPbo06+c+QC0dqyfiqWlFI922U8c80OVosYdxrXzlalQbr0frXC0WVjfTmXTXJh/WyrWUkHcvc2AUS6NcbZ9cGyx+QzlsMTOJ3LGUiMQx0OByAfkMzhSA0VjlC09r1+VNkXvq2oXxEun1fDGs8iisj/9u3zJlu6okg9l8Km8XEkWp9OhAD94Xgr/1cjp4OY/aTuNGkxs26RhJkVT0li8imlDa3uuaysCm2NCpXoUr03Vbw5lyWV6pmNXFlVvuRh9AwKX6zbUlHrVN5rSET5HO+LbY3hvbsp10JRPvOB+/GaP/KHcfvRR/GZn/ppHFCU55IzJsuYk2GaUts1RhWDWoXyd3W1gH4VA0sM+EcFlnPutnGiRdelhKt1Dat1goLT9mq8JE5AqKuk4YKogIn8OGg4eEkH69SYjCpkKmg1MjGVpKFboE14EK0SPbJtOZfNYePGFHR/S1+U5aPzZPjQB9+PR7/yGL7r934fbt3/bHgNppcXbSdy4mDRfmdfaeoK/xZE0p/LE1GEDvw4A93eKfs6xuMuVuOZy1nTg0mYGOtWfhM5Nhl1wFLf3yqfLDpTrW1T/jvK2UiXxeUK7xYkrLmMMTba2p/6BR5Rsbp7ORgwhCtUYUZXOhouKnKg38xmlN+4tr+f/OM1eog6rpT2UT13KtdCUT5x+wy/9cTj+Niv/io+/bn/gz/wutdi3u3w2GNfRspfxYntkM3hto2b9K6edZ0DrMKkscUlL2WmGX3cUZXQbpo7REnlstvtcHZ2tnGv2qSMzBLzvXrsq+5q3g1K6xWEhgxSWrcBU4QRB1AsKkwNudbkd7a5j9/2iHJx39SlQsz72B+73a4db8HDyQDgcHD4RcYHfvnd+OiH3otbz7wfDzz72/DcF70UjoQdFsxw7K3fSBjoB12MM2pckf2wGokecWxQkqBTNUb6e1GUa+yT/UoD1ZRvgVztWVUqNCBE32qodId+tnU3lSEZE/VVjtQ7oCyw7Q1x1xMgudGI0kf+lXXUq4If8Yiut9Y98njgZfHBZeguApEOjVbEfnFx0dqh4EXrGsk2Za/I2hpn1jGoOdea5K4ydlWxu4WeX89iZl8A8FUA/+9et+UbUL4VRzpvUjnSeXPKi9z9odEP10JRAoCZvc/dv/det+PrXY503qxypPObo9zVfpTHcizHcizfzOWoKI/lWI7lWO5QrpOifNu9bsA3qBzpvFnlSOc3Qbk2McpjOZZjOZbrWq4TojyWYzmWY7mW5Z4rSjN7vZl9wsw+ZWZvvtfteTLFzP6lmT1iZh+Ra88xs581s0/Wv8+W395S6f6Emf3Re9Pqr72Y2QvN7L+Z2cfN7KNm9lfr9RtFq5ndMrP3mtmHKp1/r16/UXQCgJlNZvYBM3u4/n/jaHxSJS4H+0Z+UFbO/jqA7wBwAuBDAF5xL9v0JOl5DYBXAfiIXPv7AN5cv78ZwI/X76+o9J4CeEnlw3SvabhLOp8H4FX1+wMAfq3Sc6NoRVkvdH/9vgPwHgDfd9PorG3/6wB+EsDD9f8bR+OT+dxrRPlqAJ9y9//t7hcA3gHgDfe4Tb/t4u6/AOCL4fIbALy9fn87gD8p19/h7ufu/hsAPoXCj2tf3P3z7v7++v0rAD6Ocnb7jaLVS3m8/rurH8cNo9PMXgDgjwH453L5RtH4ZMu9VpTfDuAz8v9n67WbVJ7r9bTK+vfb6vUbQbuZvRjlTKX34AbSWl3SDwJ4BMDPuvtNpPMfA/ibKCcAs9w0Gp9UudeKcrRQ+ZtlGv5pT7uZ3Q/gPwD4a+7+2FW3Dq49LWh198XdX4lyPv2rzey7r7j9aUenmf1xAI+4+6/c7SODa9eaxqei3GtF+VkAL5T/XwDgc/eoLV+v8n/N7HkAUP8+Uq8/rWk3sx2Kkvw37v5T9fKNpBUA3P1RAO8G8HrcLDp/H4A/YWafRgl9vdbM/jVuFo1PutxrRfk/AbzczF5iZicA3gjgXfe4TU91eReAH6nffwTAf5LrbzSzUzN7CYCXA3jvPWjf11ysbOPyLwB83N1/Qn66UbSa2UNm9mD9fh+A7wfwv3CD6HT3t7j7C9z9xSjj77+6+w/jBtH4lJR7PZsE4AdRZk1/HcCP3ev2PEla/i2AzwPYo1jeNwH4HQB+HsAn69/nyP0/Vun+BIAfuNft/xro/P0o7taHAXywfn7wptEK4PcA+ECl8yMA/na9fqPolLb/Qayz3jeSxt/u57gy51iO5ViO5Q7lXrvex3Isx3Is174cFeWxHMuxHMsdylFRHsuxHMux3KEcFeWxHMuxHMsdylFRHsuxHMux3KEcFeWxHMuxHMsdylFRHsuxHMux3KEcFeWxHMuxHMsdyv8HU0jw66yu66UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://computtt.cognitiveservices.azure.com/\" + \"/vision/v3.1/read/analyze\"\n",
    "subscription_key = \"a37bf13cd1d24feaa8ed5350134d2c7d\"\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3633137124,3072348988&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 地域和名人识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Eiffel Tower', 'confidence': 0.9868767261505127}]}, 'requestId': '164833a0-4636-4b95-89c3-4f225f07740b', 'metadata': {'height': 653, 'width': 510, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = \"https://computtt.cognitiveservices.azure.com/\" + \"vision/v3.1/models/landmarks/analyze\"\n",
    "subscription_key = \"a37bf13cd1d24feaa8ed5350134d2c7d\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603551135187&di=eb5e963a44d964763b7e1a78eb04d901&imgtype=0&src=http%3A%2F%2Fimgsrc.baidu.com%2Fforum%2Fw%3D580%2Fsign%3D8e36ec6f3d6d55fbc5c6762e5d234f40%2Fdf9e8b26cffc1e1722230c804a90f603728de99f.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Barack Obama', 'confidence': 0.9999997615814209, 'faceRectangle': {'left': 97, 'top': 73, 'width': 143, 'height': 143}}]}, 'requestId': 'c0cb2e60-61a8-469a-9076-9c4adfd605c9', 'metadata': {'height': 350, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"a37bf13cd1d24feaa8ed5350134d2c7d\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://computtt.cognitiveservices.azure.com//vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3491820629,3775000847&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
